In [21]:
helpers.facet_day_month(df_month, "month", "ncomments", facet_on='year', n_col=5)
import pandas as pd
import os
pd.set_option('display.max_columns', 500)
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sb
import matplotlib.dates as mdates
import plotly.express as px
import plotly.graph_objects as go
import pickle
import re
import warnings
import datetime
warnings.filterwarnings('ignore')
sb.set_style("darkgrid")
%matplotlib inline
import plotly.io as pio
pio.renderers
# pio.renderers.default = "svg"
svg_renderer = pio.renderers["svg"]
svg_renderer.width = 950
svg_renderer.height = 550
import helpers
# To Apply helpers updates without resarting the kernel
import importlib
importlib.reload(helpers)
# # To keep track of any module updates
# %load_ext autoreload
# %autoreload2
%config InlineBackend.figure_format = 'retina'
cd ../Filtered Data/comments_cleaned
/Users/mahmoudnagy/jupyter/AH/YouTube_Bot_Analysis/Filtered Data/comments_cleaned
| Column | Definition |
|---|---|
| etag | Record (entity tag); Unique for each record |
| tl_etag | Top Level Comment eTag |
| tl_id | Top Level Comment ID |
| tl_video_id | Top Level Comment Video ID |
| tl_text | Top Level Comment Text |
| tl_author_display_name | Top Level Comment Display name Not Unique |
| tl_author_channed_id | Top Level Comment Channel ID Unique for each Author |
| tl_n_likes | Top Level Comment Number of Likes |
| tl_comment_puplish_dtime | Top Level Comment Number Publish Date Time |
| tl_comment_update_time | Top Level Comment Number Update Date Time |
| n_replies | Number of Replies of each record |
| replies.comments | UNDER INVESTIGATIONS |
| tl_moderation_status | Top Level Comment Moderation Status (Classified Spam or Not) |
- Comments Created OVER TIME
- Peak Dates
- Negative Comments
- Comments on Peak Days
- Comments on Peak Hours
- Comments on Peak Times
- ------------------------------
- Top Commented Users
- Users with the Most Likes
- Users with the Most Replies
- Users with Negative Comments
- Most Repeated Comments
- Same Text Same Date
- Deeper Investigations
df_comments = pd.read_csv("comments_cleaned_zipped.csv", compression='zip',
low_memory=False, lineterminator='\n')
df_comments["p_dtime"] = pd.to_datetime(df_comments["p_dtime"])
df_comments["date"] = pd.to_datetime(df_comments["date"])
df_comments["u_dtime"] = pd.to_datetime(df_comments["u_dtime"])
print(df_comments.shape)
df_comments.head()
(2176543, 20)
| video_id | comment_etag | comment_id | text | username | author_ch_id | nlikes | p_dtime | u_dtime | nreplies | moderation_status | comment_reply | parent_id | author_ch_url | author_profile_image | year | date | month | dayofmonth | hour | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | DiXRVYRZchs | mvtTos5huTqXhtAs-JPzt7mls_A | UgjyORuX3p35VXgCoAEC | good work! | Shocka Delica | UC6cJzw3ChENHVREKzpx1e3Q | 9.0 | 2013-11-29 05:18:47+00:00 | 2013-11-29 05:18:47+00:00 | 1.0 | NaN | comment | none | none | none | 2013 | 2013-11-29 | Nov | 29 | 5 |
| 1 | VPUUrdgxIa8 | XpsHQJXeW3QznSOnkHg2LFrp-dU | UggV-BvKpFaaaHgCoAEC | fake lesbian career boost fail | Vincent Lyle | UCSKuFV9GWVXgh3dtdKCxZoQ | 2.0 | 2013-12-27 21:05:54+00:00 | 2013-12-27 21:05:54+00:00 | 0.0 | NaN | comment | none | none | none | 2013 | 2013-12-27 | Dec | 27 | 21 |
| 2 | VPUUrdgxIa8 | VRefhV-4H8413hvRHP5-zKWyNuQ | Ugio47Mc-eG0dHgCoAEC | so during movie shoots some actresses use dild... | Soluchi {Michael Jackson Lookalike, Dancer, VFX} | UCQb__wEpi5q8_xhkuk2jm5g | 2093.0 | 2013-12-26 01:24:40+00:00 | 2013-12-26 01:24:40+00:00 | 7.0 | NaN | comment | none | none | none | 2013 | 2013-12-26 | Dec | 26 | 1 |
| 3 | VPUUrdgxIa8 | auBUVEx3Zm2I35CN0iASII7-3V4 | Ugj0tLP9hfrMkXgCoAEC | god liam hemsworth looks insanely a lot like h... | Chris Andreev | UCseIHRwQ0oAAXK2-e8E2_FA | 0.0 | 2013-12-07 21:22:41+00:00 | 2013-12-07 21:22:41+00:00 | 3.0 | NaN | comment | none | none | none | 2013 | 2013-12-07 | Dec | 7 | 21 |
| 4 | VPUUrdgxIa8 | 6NhfYEJJ6zK5ieP-jD9dB25SC-k | Ughdfu9Z390BW3gCoAEC | i'd watch her day and night | Dzimka Bujiashvili | UCzPTU13Mb7dO1jgIbHp2ABw | 7.0 | 2013-12-04 23:01:35+00:00 | 2013-12-04 23:01:35+00:00 | 0.0 | NaN | comment | none | none | none | 2013 | 2013-12-04 | Dec | 4 | 23 |
df_comments.p_dtime.dt.date.min(), df_comments.p_dtime.dt.date.max()
(datetime.date(2008, 3, 26), datetime.date(2021, 12, 8))
df_comments.info()
<class 'pandas.core.frame.DataFrame'> RangeIndex: 2176543 entries, 0 to 2176542 Data columns (total 20 columns): # Column Dtype --- ------ ----- 0 video_id object 1 comment_etag object 2 comment_id object 3 text object 4 username object 5 author_ch_id object 6 nlikes float64 7 p_dtime datetime64[ns, UTC] 8 u_dtime datetime64[ns, UTC] 9 nreplies float64 10 moderation_status object 11 comment_reply object 12 parent_id object 13 author_ch_url object 14 author_profile_image object 15 year int64 16 date datetime64[ns] 17 month object 18 dayofmonth int64 19 hour int64 dtypes: datetime64[ns, UTC](2), datetime64[ns](1), float64(2), int64(3), object(12) memory usage: 332.1+ MB
helpers.isnull(df_comments)
The number of NaNs in video_id: 0 The number of NaNs in comment_etag: 0 The number of NaNs in comment_id: 0 The number of NaNs in text: 532 The number of NaNs in username: 49 The number of NaNs in author_ch_id: 23 The number of NaNs in nlikes: 0 The number of NaNs in p_dtime: 0 The number of NaNs in u_dtime: 0 The number of NaNs in nreplies: 0 The number of NaNs in moderation_status: 2174298 The number of NaNs in comment_reply: 0 The number of NaNs in parent_id: 0 The number of NaNs in author_ch_url: 0 The number of NaNs in author_profile_image: 0 The number of NaNs in year: 0 The number of NaNs in date: 0 The number of NaNs in month: 0 The number of NaNs in dayofmonth: 0 The number of NaNs in hour: 0
df_comments.dropna(subset=['text'], inplace=True)
sum(df_comments.p_dtime != df_comments.u_dtime)
133253
for col in ['year', 'username', 'moderation_status', 'comment_reply']:
print('The value counts of ' + col)
print(df_comments[col].value_counts().head())
print('\n')
The value counts of year 2020 893138 2021 792578 2018 192108 2019 118408 2016 54618 Name: year, dtype: int64 The value counts of username Johnny Depp 15986 eHacker 8343 JOHNNY DEPP 3921 Stevie J Raw 3516 LaraCroftEyes1 3270 Name: username, dtype: int64 The value counts of moderation_status likelySpam 2240 Name: moderation_status, dtype: int64 The value counts of comment_reply comment 1692570 reply 483441 Name: comment_reply, dtype: int64
df_creations = pd.read_csv('daily_creations.csv')
df_creations.date = pd.to_datetime(df_creations.date)
print(df_creations.shape)
df_creations.head()
(76597, 8)
| date | year | month | dayofmonth | hour | ncomments | nreplies | nlikes | |
|---|---|---|---|---|---|---|---|---|
| 0 | 2018-07-21 | 2018 | Jul | 21 | 20 | 6998 | 2994 | 38909 |
| 1 | 2018-07-21 | 2018 | Jul | 21 | 19 | 4877 | 2181 | 30351 |
| 2 | 2020-10-24 | 2020 | Oct | 24 | 8 | 4404 | 1121 | 24569 |
| 3 | 2018-07-21 | 2018 | Jul | 21 | 21 | 3153 | 1087 | 16811 |
| 4 | 2018-11-19 | 2018 | Nov | 19 | 17 | 2673 | 1775 | 21042 |
# Create an empty set of negatively commenting users
neg_users = set()
# To Load the set of negativly commented users
with open('negative_users.pkl', 'rb') as f:
neg_users = pickle.load(f)
# Those users were checked and did not find negative comments
checked_set = {'eHacker', 'Stevie J Raw', 'DarthN3ws', 'DarthN3ws', "Nerdette's NewsStand",
'Abbey Sharp', 'ko 3', 'Mary Shephard', 'Madison Beer', 'Baby Bunny', 'Tom Harlock', 'Gus Johnson',
'Crypto Info 2', 'demi demi', '8-Bit Tex', 'Ty Y', 'Incredibly Average', 'DELCARAJO TV',
'Flashback FM','Funeral bug', 'Stranger In the Alps'}
neg_users = neg_users - checked_set
len(neg_users)
164453
Exploring Comments Created OVER TIME¶
- Comments Created OVER TIME
- Peak Dates
- Negative Comments
- Comments on Peak Days
- Comments on Peak Hours
- Comments on Peak Times
- ------------------------------
- Top Commented Users
- Users with the Most Likes
- Users with the Most Replies
- Users with Negative Comments
- Most Repeated Comments
- Same Text Same Date
- Deeper Investigations
YouTube was officially launched on December 15, 2005
df_creations.date.min(), df_creations.date.max()
(Timestamp('2008-03-26 00:00:00'), Timestamp('2021-12-08 00:00:00'))
df_years = df_creations.groupby('year')['ncomments'].sum().reset_index()
helpers.pie(df_years, "Number of Comments over Years")
helpers.bar(df_years, "year", "ncomments", "Number of Comments over Years", text=0, margin=250000)
print('\nNote: Not All replies are included (only a sample of the replies)\n')
print(f'Total Replies: {df_comments.nreplies.sum()}')
Note: Not All replies are included (only a sample of the replies) Total Replies: 935770.0
df_month = df_creations.groupby(['month', 'year'])['ncomments'].sum().reset_index()
helpers.facet_day_month(df_month, "month", "ncomments", facet_on='year', n_col=5)
NOTE:
df_daily = df_creations.groupby(['date', 'year', 'month', 'dayofmonth'])['ncomments'].sum().reset_index()
df_daily.head(1)
| date | year | month | dayofmonth | ncomments | |
|---|---|---|---|---|---|
| 0 | 2008-03-26 | 2008 | Mar | 26 | 1 |
title = 'A Heat Map for the Count of Comments in Each Day'
helpers.facet_heat(df_daily, title, n_col=4, vmax=5000)
df_daily_18 = df_daily[df_daily["year"] == 2018]
df_daily_19 = df_daily[df_daily["year"] == 2019]
df_daily_20 = df_daily[df_daily["year"] == 2020]
df_daily_21 = df_daily[df_daily["year"] == 2021]
helpers.facet_day_month(df_daily_18, "dayofmonth", "ncomments", facet_on='month', n_col=4, year_str='2018')
helpers.facet_day_month(df_daily_19, "dayofmonth", "ncomments", facet_on='month', n_col=4, year_str='2019')
helpers.facet_day_month(df_daily_20, "dayofmonth", "ncomments", facet_on='month', n_col=4, year_str='2020')
helpers.facet_day_month(df_daily_21, "dayofmonth", "ncomments", facet_on='month', n_col=4, year_str='2021')
print('\nNote: December data is not complete\n')
Note: December data is not complete
Investigate Peaks¶
- Comments Created OVER TIME
- Peak Dates
- Negative Comments
- Comments on Peak Days
- Comments on Peak Hours
- Comments on Peak Times
- ------------------------------
- Top Commented Users
- Users with the Most Likes
- Users with the Most Replies
- Users with Negative Comments
- Most Repeated Comments
- Same Text Same Date
- Deeper Investigations
NOTE:
df_peaks = df_daily.sort_values('ncomments', ascending=False)
df_peaks.head()
| date | year | month | dayofmonth | ncomments | |
|---|---|---|---|---|---|
| 3220 | 2018-07-22 | 2018 | Jul | 22 | 26021 |
| 4105 | 2020-12-23 | 2020 | Dec | 23 | 20907 |
| 3219 | 2018-07-21 | 2018 | Jul | 21 | 18536 |
| 4109 | 2020-12-27 | 2020 | Dec | 27 | 18206 |
| 4106 | 2020-12-24 | 2020 | Dec | 24 | 16771 |
# filter on dates with peaks
df_peaks = df_peaks[['date', 'ncomments']]
df_peaks_18 = df_peaks[df_peaks.date.dt.year == 2018]
df_peaks_19 = df_peaks[df_peaks.date.dt.year == 2019]
df_peaks_20 = df_peaks[df_peaks.date.dt.year == 2020]
df_peaks_21 = df_peaks[df_peaks.date.dt.year == 2021]
df_jul_18 = df_peaks[(df_peaks.date.dt.year == 2018) & (df_peaks.date.dt.month == 7)]
df_oct_19 = df_peaks[(df_peaks.date.dt.year == 2019) & (df_peaks.date.dt.month == 10)]
df_feb_20 = df_peaks[(df_peaks.date.dt.year == 2020) & (df_peaks.date.dt.month == 2)]
df_jul_20 = df_peaks[(df_peaks.date.dt.year == 2020) & (df_peaks.date.dt.month == 7)]
df_dec_20 = df_peaks[(df_peaks.date.dt.year == 2020) & (df_peaks.date.dt.month == 12)]
df_jan_21 = df_peaks[(df_peaks.date.dt.year == 2021) & (df_peaks.date.dt.month == 1)]
df_feb_21 = df_peaks[(df_peaks.date.dt.year == 2021) & (df_peaks.date.dt.month == 2)]
df_mar_21 = df_peaks[(df_peaks.date.dt.year == 2021) & (df_peaks.date.dt.month == 3)]
df_nov_21 = df_peaks[(df_peaks.date.dt.year == 2021) & (df_peaks.date.dt.month == 11)]
helpers.bar_peaks(df_peaks.head(2), "Dates with the Highest Number of Comments in All Years")
helpers.bar_peaks(df_peaks[2:].head(2), "Dates with the Highest Number of Comments in All Years")
helpers.bar_peaks(df_peaks_18.head(2), "Dates with the Highest Number of Comments in 2018")
helpers.bar_dates(df_jul_18, "Comments Created in Each Day of Jul 2018", 5000)
helpers.bar_peaks(df_peaks_19.head(2), "Dates with the Highest Number of Comments in 2019")
helpers.bar_dates(df_oct_19, "Comments Created in Each Day of Oct 2019", 2500)
NOTE:
helpers.bar_peaks(df_peaks_20.head(2), "Dates with the Highest Number of Comments in 2020")
helpers.bar_dates(df_feb_20, "Comments Created in Each Day of Feb 2020", 5000)
helpers.bar_dates(df_jul_20, "Comments Created in Each Day of Jul 2020", 5000)
helpers.bar_dates(df_dec_20, "Comments Created in Each Day of Dec 2020", 5000)
helpers.bar_peaks(df_peaks_21.head(2), "Dates with the Highest Number of Comments in 2021")
helpers.bar_dates(df_jan_21, "Comments Created in Each Day of Jan 2021", 4500)
helpers.bar_dates(df_feb_21, "Comments Created in Each Day of Feb 2021", 4500)
helpers.bar_dates(df_mar_21, "Comments Created in Each Day of Mar 2021", 4500)
helpers.bar_dates(df_nov_21, "Comments Created in Each Day of Nov 2021", 5000)
Exploring Negative Comments¶
- Comments Created OVER TIME
- Peak Dates
- Negative Comments
- Comments on Peak Days
- Comments on Peak Hours
- Comments on Peak Times
- ------------------------------
- Top Commented Users
- Users with the Most Likes
- Users with the Most Replies
- Users with Negative Comments
- Most Repeated Comments
- Same Text Same Date
- Deeper Investigations
# To Load the dictionary of negative text
with open('negative_text.pkl', 'rb') as f:
neg_dict = pickle.load(f)
neg_text = set(neg_dict.keys())
neg_text = neg_text | {'narcissist'}
neg_text
{' death',
' death ',
' raped',
'#fuckamberheard',
'50 million',
'7 million',
'@amberheard fuck you',
'abus',
'abuse',
'abuser',
'abusing',
'aggressive',
'aggressively pull',
'alcoholic',
'amber abus',
'amber heard abus',
'amber lunge',
'amber turd',
'amber-heard-abus',
'amberheardisaliar',
'amberheardisanabuser',
'amberheardisanabuserandliar',
'amberisanabuser',
'ambertheabuser',
'amberturd',
'assault',
'assaulted johnny',
'beaten',
'beaten up',
'because she is a woman',
'because she’s a woman',
'bitch',
'boycottamber',
'boycottamberheard',
'bullshit',
'burn',
'burn in hell',
'burninhell',
'change.org',
'clawing',
'clown',
'cunt',
'death',
'death to amber',
'deathtoamber',
'deserves it',
'diecunt',
'disgusting',
'domestic violence',
'expos',
'exposing her ass',
'exposingamberheard',
'fake victim',
'felony',
'fire amber',
'fire her',
'fireamber',
'fireamberheard',
'fireamberheardfromaquaman',
'fired',
'fuck amber',
'fuck @amberheard',
'fuck amber',
'fuck amber heard',
'fuck amber herd',
'fuck her',
'fuck herself',
'fuck off',
'fuck that bitch',
'fuck this bitch',
'fuck u @amberheard',
'fuck you @amberheard',
'fuck you amber',
'fuckamber',
'fuckamberheard',
'fucked the right off',
'fucking abuser',
'fucking bitch',
'fucking bullshit',
'fuckthesun',
'get raped',
'go die',
'go kys amber',
'go to hell',
'gold digger',
'golddigger',
'gotohell',
'how can you still have fans',
'jail',
'jailforamberheard',
'kill',
'kill amber',
'kill her',
'kys',
'lawsuit',
'liar',
'narcissist',
"no one will believe you're a victim because you're a man",
'petition',
'prison',
'punched',
'remove amber',
'remove-amber',
'removeamber',
'removeamberheardsfromaquaman2',
'removed',
'scammer',
'she should kys',
'shit',
'shut',
'stupid',
'stupid ass',
'threw a vodka bottle',
'to death amber',
'tugging',
'victim',
'violence',
'violencehasnogender',
'violent',
'vodka bottle',
'whor'}
df_neg_total = df_comments[df_comments.text.str.contains('|'.join(neg_text))]
print(df_neg_total.shape)
(385320, 20)
good_list = ['Christina Taft', 'Worldie - Social Media for Good']
df_neg_total = df_neg_total[~df_neg_total.username.isin(good_list)]
print(df_neg_total.shape)
df_neg_total.head(2)
(384978, 20)
| video_id | comment_etag | comment_id | text | username | author_ch_id | nlikes | p_dtime | u_dtime | nreplies | moderation_status | comment_reply | parent_id | author_ch_url | author_profile_image | year | date | month | dayofmonth | hour | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 39 | VPUUrdgxIa8 | N0IcnfXWAATmNc7PATmVsXq5-58 | UgycOQe20TUYIOyB5zR4AaABAg | whoa hold on there buddy are you saying that p... | lowdownshakinchill | UCCOdIP_feMgW00kp1fiE8fg | 0.0 | 2013-09-01 18:55:13+00:00 | 2013-09-01 18:55:13+00:00 | 0.0 | NaN | comment | none | none | none | 2013 | 2013-09-01 | Sep | 1 | 18 |
| 120 | VPUUrdgxIa8 | qorqkViON0Ig3VMl0EmlAvX5H3E | UgztIGiBkAiBgyO03rR4AaABAg | it was part of an idiotic series of comments w... | jsssm | UCv0UUMS3TZgn68PnWDWAVpw | 0.0 | 2013-08-15 22:56:15+00:00 | 2013-08-15 22:56:15+00:00 | 0.0 | NaN | comment | none | none | none | 2013 | 2013-08-15 | Aug | 15 | 22 |
neg_daily = df_neg_total.groupby(['year', 'dayofmonth', 'month']).size().reset_index(name='ncomments')
print('\nNote: The Peaks on Feb, Dec 2020\n')
title = 'A Heat Map for the Negative Comments'
helpers.facet_heat(neg_daily, title, n_col=5, vmax=3000)
Note: The Peaks on Feb, Dec 2020
df_nneg = df_neg_total.groupby('username').agg({'text':'count', 'nreplies': 'sum', 'nlikes': 'sum'}).reset_index(
).rename(columns={'text':'ncomments'})
print(df_nneg.shape)
df_nneg = df_nneg.sort_values('ncomments', ascending=False)
df_nneg.head(15)
(224674, 4)
| username | ncomments | nreplies | nlikes | |
|---|---|---|---|---|
| 97768 | LaraCroftEyes1 | 1367 | 39.0 | 2149.0 |
| 87117 | Julie Lea | 448 | 184.0 | 3032.0 |
| 144134 | Rock Candy | 425 | 71.0 | 1054.0 |
| 122693 | NIBS | 403 | 393.0 | 6431.0 |
| 29440 | Carla Castillo | 385 | 89.0 | 2399.0 |
| 76839 | Jake Chapman | 369 | 72.0 | 828.0 |
| 101441 | Lindsey Depp | 361 | 24.0 | 557.0 |
| 136980 | PureSparkles22 | 344 | 435.0 | 11683.0 |
| 37819 | Crispy Co | 290 | 90.0 | 1847.0 |
| 24004 | Bobby Campbell aka (The Oracle) | 276 | 187.0 | 3489.0 |
| 34133 | Christine Lloyd | 267 | 39.0 | 1178.0 |
| 143459 | Rob's Rules | 244 | 4.0 | 335.0 |
| 179213 | Well, well, well, how the turntables | 243 | 49.0 | 1201.0 |
| 103404 | Lorri Holder | 227 | 76.0 | 1409.0 |
| 164254 | Tania Haeussler | 213 | 73.0 | 1424.0 |
helpers.barh(df_nneg[['username', 'ncomments']].head(15), 'Top Users with Negative Comments', threshold=0)
df = df_neg_total.groupby(['date', 'username']).agg({'text':'count', 'nlikes': 'sum', 'nreplies': 'sum'}).reset_index(
).rename(columns={'text':'ncomments'}).sort_values('ncomments', ascending=False)
df.head(15)
| date | username | ncomments | nlikes | nreplies | |
|---|---|---|---|---|---|
| 230030 | 2021-01-08 | Kilim Nataniahu | 62 | 105.0 | 1.0 |
| 209656 | 2020-12-29 | Damn ... | 62 | 17.0 | 0.0 |
| 157132 | 2020-12-22 | Goth Kid | 60 | 0.0 | 0.0 |
| 177245 | 2020-12-25 | Frost_Daghers | 43 | 10.0 | 0.0 |
| 21416 | 2019-02-05 | Lotta | 41 | 10.0 | 0.0 |
| 223148 | 2021-01-01 | aria tatality | 40 | 0.0 | 1.0 |
| 117873 | 2020-08-12 | Bernie McKinley | 39 | 20.0 | 0.0 |
| 205453 | 2020-12-28 | Ov3r tube | 38 | 210.0 | 0.0 |
| 291837 | 2021-06-06 | Willy Gonutz | 38 | 10.0 | 1.0 |
| 291748 | 2021-06-06 | Marianne Erni | 36 | 40.0 | 0.0 |
| 225216 | 2021-01-02 | ل´ ل´‡ل´„ل´›ل´ڈت€ل´‡ل´…ل´›تœةھل´„ x | 36 | 27.0 | 2.0 |
| 316582 | 2021-09-09 | Ashely Holmes | 36 | 35.0 | 9.0 |
| 173164 | 2020-12-24 | Randale H1 | 35 | 9.0 | 0.0 |
| 174678 | 2020-12-24 | Zhong Xina | 35 | 1582.0 | 0.0 |
| 212475 | 2020-12-29 | Sweet Succulent Euphoria | 35 | 981.0 | 0.0 |
negative_dates = df_neg_total.groupby(['date']).agg({'text':'count', 'nlikes': 'sum', 'nreplies': 'sum'}).reset_index(
).rename(columns={'text':'ncomments'}).sort_values('ncomments', ascending=False)
negative_dates.head(15)
| date | ncomments | nlikes | nreplies | |
|---|---|---|---|---|
| 3085 | 2020-12-27 | 12832 | 175518.0 | 766.0 |
| 3084 | 2020-12-26 | 9614 | 169114.0 | 558.0 |
| 3081 | 2020-12-23 | 9456 | 241719.0 | 1378.0 |
| 3082 | 2020-12-24 | 8403 | 235022.0 | 956.0 |
| 3086 | 2020-12-28 | 7955 | 95175.0 | 632.0 |
| 3087 | 2020-12-29 | 6156 | 92267.0 | 689.0 |
| 3088 | 2020-12-30 | 4812 | 80463.0 | 432.0 |
| 3083 | 2020-12-25 | 4406 | 88864.0 | 435.0 |
| 2758 | 2020-02-04 | 4343 | 122642.0 | 3245.0 |
| 3080 | 2020-12-22 | 3691 | 117869.0 | 806.0 |
| 2761 | 2020-02-07 | 3330 | 72597.0 | 2373.0 |
| 2762 | 2020-02-08 | 3067 | 104545.0 | 1917.0 |
| 3089 | 2020-12-31 | 2973 | 47121.0 | 443.0 |
| 2757 | 2020-02-03 | 2622 | 119264.0 | 2957.0 |
| 3090 | 2021-01-01 | 2500 | 37595.0 | 342.0 |
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230030 Kilim Nataniahu 209656 Damn ... 157132 Goth Kid 177245 Frost_Daghers 21416 Lotta 223148 aria tatality 117873 Bernie McKinley 205453 Ov3r tube 291837 Willy Gonutz 291748 Marianne Erni 225216 ل´ ل´‡ل´„ل´›ل´ڈت€ل´‡ل´…ل´›تœةھل´„ x 316582 Ashely Holmes 173164 Randale H1 174678 Zhong Xina 212475 Sweet Succulent Euphoria Name: username, dtype: object
df_comments[df_comments.username == "Sweet Succulent Euphoria"].text.value_counts().head(60)
they won't believe you because you are a man she is not a victim 35 Name: text, dtype: int64
df_comments[df_comments.username == "Zhong Xina"].text.value_counts().head(60)
they won't believe you because you are a man she is not a victim 38 ok but why 1 principal* i'm sorry 1 Name: text, dtype: int64
df_comments[df_comments.username == "Randale H1"].text.value_counts().head(60)
tell the world johnny tell them i johnny depp a man i'm a victim too of domestic violence and see how many people believe or side with you isn't that the real wording of her? or are you a parrot? of course it means the same but it seems to be a little bit hyprocritical to make a point with wrong arguments/quotes? pls proof me wrong! 18 tell the world johnny tell them i johnny depp a man i'm a victim too of domestic violence and see how many people believe or side with you isn't that the real wording of her? of course it means the same but it seems to be a little bit hyprocritical to make a point with wrong arguments? pls proof me wrong! 8 tell the world johnny tell them i johnny depp a man i'm a victim too of domestic violence and see how many people believe or side with you isn't that the real wording of her? of course it means the same but it seems to be a little bit hyprocritical to make a point with wrong arguments/quotes? pls proof me wrong! 7 moin! can you pls send me the source for that quote? for whatever reason i can not find it thanks a lot! 4 hello little parrotcan you pls get me the source!? thanks! 1 @sara postelnick tell the world johnny tell them i johnny depp a man i'm a victim too of domestic violence and see how many people believe or side with you isn't that the real wording of her? of course it means the same but it seems to be a little bit hyprocritical to make a point with wrong arguments? pls proof me wrong! 1 tell the world johnny tell them i johnny depp a man i'm a victim too of domestic violence and see how many people believe or side with you isn't that the real wording of her? of course it means the same but it seems to be a little bit hyprocritical to make a point with wrong arguments? 1 @kira great thanks for replying on this! so if i'm not that retarded as i think ًںک„ everybody is quoting a wrong wording of hereven if it means the sameusually only populist are doing things like thatbut if it is for the right agenda it doesn't matter i guessnevertheless thanks for your info! 1 @kira thanks!!! a little bit hard to understand due to the quality and the fact that i'm not a native speaker but i get the message what she is saying nevertheless is she really saying the line everybody is quoting? 1 @christina taft are you sure that you are not one of them? bot lives matter ًںک‰ 1 @red trek thanks! now i can have a look into it during the holidays ;) cheers! 1 Name: text, dtype: int64
df_comments[df_comments.username == "Ashely Holmes"].text.value_counts().head(60)
they have proof that she was the one being violent proof that she got makeup done to make it look like bruises proof that jd was the only one who had physical abuse and proof that jd is completely calm while she is trying to get a rise out of him because she wants to fight and he doesn't and proof that she was actively trying to ruin his career because she is a psychotic person who can't stand being dumped by a man!!! how is this still a question on who's the abuser?! how has this case not been solved? how is her career thriving while his is ending? all of his ex's came forward to tell everyone that jd was never abusive to them and always kind! how with all of this proof is she still the victim?! how has she not lost the case yet?! i'm completely baffled! this is the most ridiculous thing i've ever heard and seen! she is nothing but a complete and total psychopath who gets off on ruining the lives of anyone who dare try to get her out of their lives! she not only gets off on it but absolutely loves watching her lies destroy innocent people! she has no regard for anyone's life but her own! if it were possible for her to get away with she would have killed him and even then with the way this bs case is going she might have gotten away with that too!!! she is absolutely loving this! i can't believe that someone can be soooo damn twisted disgusting psychotic towards someone who gave them nothing but love! she deserves to have the exact same done to her! she deserves to lose everything and more! someone needs to beat her a$$! she is an absolute disgusting waste of flesh oxygen and space who needs to be taken down! she cannot just do this to a beloved innocent kind man! johnny's only fault was marrying this pos! she is a truly horrifying psychopath who now knows she can get away with something this disturbing so this makes her even more dangerous! future victims beware because there are absolutely going to be more victims! please for the love of god someone take her down and give her a taste of her own psychotic medicine!!! take her down before she can do this to anyone else! she has been proven to be a big fat liar many times! she says herself how she got the bruises painted on her face to screw him over! she is disgustingly toxic and manipulates him into thinking he's at fault too! #freejohnnydepp 16 they have proof that she was the one being violent proof that she got makeup done to make it look like bruises proof that jd was the only one who had physical abuse and proof that jd is completely calm while she is trying to get a rise out of him because she wants to fight and he doesn't and proof that she was actively trying to ruin his career because she is a psychotic person who can't stand being dumped by a man!!! how is this still a question on who's the abuser?! how has this case not been solved? how is her career thriving while his is ending? all of his ex's came forward to tell everyone that jd was never abusive to them and always kind! how with all of this proof is she still the victim?! how has she not lost the case yet?! i'm completely baffled! this is the most ridiculous thing i've ever heard and seen! she is nothing but a complete and total psychopath who gets off on ruining the lives of anyone who dare try to get her out of their lives! she not only gets off on it but absolutely loves watching her lies destroy innocent people! she has no regard for anyone's life but her own! if it were possible for her to get away with she would have killed him and even then with the way this bs case is going she might have gotten away with that too!!! she is absolutely loving this! i can't believe that someone can be soooo damn twisted disgusting psychotic towards someone who gave them nothing but love! she deserves to have the exact same done to her! she deserves to lose everything and more! someone needs to beat her a$$! she is an absolute disgusting waste of flesh oxygen and space who needs to be taken down! she cannot just do this to a beloved innocent kind man! johnny's only fault was marrying this pos! she is a truly horrifying psychopath who now knows she can get away with something this disturbing so this makes her even more dangerous! *future victims beware* because there are absolutely going to be more victims! please for the love of god someone take her down and give her a taste of her own psychotic medicine!!! take her down before she can do this to anyone else! she has been proven to be a big fat liar many times! she says herself how she got the bruises painted on her face to screw him over! she is disgustingly toxic and manipulates him into thinking he's at fault too! she made herself seem irresistible to him made him think she was the perfect woman lied her way into the relationship manipulated him into the relationship she never loved him she is incapable of loving anyone but herself she pretended to love him to get him to marry her! i know women like her i have seen exactly this situation many times psychotic women who try to ruin a mans life when the man gets tired of them and tries to leave the relationship and these psychotic women will not just let them leave the relationship oh no how dare they try to leave them they will pay for it i've seen them literally hit themselves in the face and then call the cops and blame the man getting him arrested and then try to turn around and get him back by manipulating him into thinking it was his fault too! she tried to make herself seem innocent and sweet during interviews about the abuseshe is so despicable dangerous disgusting a lying tw@$ everything about her screams abusive liar fake psychotic who needs to be heavily medicated and locked in a padded cell! plus she has a domestic violence record!!!! jd does not! wtf is wrong with people?! #freejohnnydepp 10 they have proof that she was the one being violent proof that she got makeup done to make it look like bruises proof that jd was the only one who had physical abuse and proof that jd is completely calm while she is trying to get a rise out of him because she wants to fight and he doesn't and proof that she was actively trying to ruin his career because she is a psychotic person who can't stand being dumped by a man!!! how is this still a question on who's the abuser?! how has this case not been solved? how is her career thriving while his is ending? all of his ex's came forward to tell everyone that jd was never abusive to them and always kind! how with all of this proof is she still the victim?! how has she not lost the case yet?! i'm completely baffled! this is the most ridiculous thing i've ever heard and seen! she is nothing but a complete and total psychopath who gets off on ruining the lives of anyone who dare try to get her out of their lives! she not only gets off on it but absolutely loves watching her lies destroy innocent people! she has no regard for anyone's life but her own! if it were possible for her to get away with she would have killed him and even then with the way this bs case is going she might have gotten away with that too!!! she is absolutely loving this! i can't believe that someone can be soooo damn twisted disgusting psychotic towards someone who gave them nothing but love! she deserves to have the exact same done to her! she deserves to lose everything and more! someone needs to beat her a$$! she is an absolute disgusting waste of flesh oxygen and space who needs to be taken down! she cannot just do this to a beloved innocent kind man! johnny's only fault was marrying this pos! she is a truly horrifying psychopath who now knows she can get away with something this disturbing so this makes her even more dangerous! *future victims beware* because there are absolutely going to be more victims! please for the love of god someone take her down and give her a taste of her own psychotic medicine!!! take her down before she can do this to anyone else! she has been proven to be a big fat liar many times! she says herself how she got the bruises painted on her face to screw him over! #freejohnnydepp 4 they have proof that she was the one being violent proof that she got makeup done to make it look like bruises proof that jd was the only one who had physical abuse and proof that jd is completely calm while she is trying to get a rise out of him because she wants to fight and he doesn't and proof that she was actively trying to ruin his career because she is a psychotic person who can't stand being dumped by a man!!! how is this still a question on who's the abuser?! how has this case not been solved? how is her career thriving while his is ending? all of his ex's came forward to tell everyone that jd was never abusive to them and always kind! how with all of this proof is she still the victim?! how has she not lost the case yet?! i'm completely baffled! this is the most ridiculous thing i've ever heard and seen! she is nothing but a complete and total psychopath who gets off on ruining the lives of anyone who dare try to get her out of their lives! she not only gets off on it but absolutely loves watching her lies destroy innocent people! she has no regard for anyone's life but her own! if it were possible for her to get away with she would have killed him and even then with the way this bs case is going she might have gotten away with that too!!! she is absolutely loving this! i can't believe that someone can be soooo damn twisted disgusting psychotic towards someone who gave them nothing but love! she deserves to have the exact same done to her! she deserves to lose everything and more! someone needs to beat her a$$! she is an absolute disgusting waste of flesh oxygen and space who needs to be taken down! she cannot just do this to a beloved innocent kind man! johnny's only fault was marrying this pos! she is a truly horrifying psychopath who now knows she can get away with something this disturbing so this makes her even more dangerous! *future victims beware* because there are absolutely going to be more victims! please for the love of god someone take her down and give her a taste of her own psychotic medicine!!! take her down before she can do this to anyone else! she has been proven to be a big fat liar many times! she says herself how she got the bruises painted on her face to screw him over! she is disgustingly toxic and manipulates him into thinking he's at fault too! she made herself seem irresistible to him made him think she was the perfect woman lied her way into the relationship manipulated him into the relationship she never loved him she is incapable of loving anyone but herself she pretended to love him to get him to marry her! i know women like her i have seen exactly this situation many times psychotic women who try to ruin a mans life when the man gets tired of them and tries to leave the relationship and these psychotic women will not just let them leave the relationship oh no how dare they try to leave them they will pay for it i've seen them literally hit themselves in the face and then call the cops and blame the man getting him arrested and then try to turn around and get him back by manipulating him into thinking it was his fault too! she tried to make herself seem innocent and sweet during interviews about the abuseshe is so despicable dangerous disgusting a lying tw@$ everything about her screams abusive liar fake psychotic who needs to be heavily medicated and locked in a padded cell! #freejohnnydepp 2 they have proof that she was the one being violent proof that she got makeup done to make it look like bruises proof that jd was the only one who had physical abuse and proof that jd is completely calm while she is trying to get a rise out of him because she wants to fight and he doesn't and proof that she was actively trying to ruin his career because she is a psychotic person who can't stand being dumped by a man!!! how is this still a question on who's the abuser?! how has this case not been solved? how is her career thriving while his is ending? all of his ex's came forward to tell everyone that jd was never abusive to them and always kind! how with all of this proof is she still the victim?! how has she not lost the case yet?! i'm completely baffled! this is the most ridiculous thing i've ever heard and seen! she is nothing but a complete and total psychopath who gets off on ruining the lives of anyone who dare try to get her out of their lives! she not only gets off on it but absolutely loves watching her lies destroy innocent people! she has no regard for anyone's life but her own! if it were possible for her to get away with she would have killed him and even then with the way this bs case is going she might have gotten away with that too!!! she is absolutely loving this! i can't believe that someone can be soooo damn twisted disgusting psychotic towards someone who gave them nothing but love! she deserves to have the exact same done to her! she deserves to lose everything and more! someone needs to beat her a$$! she is an absolute disgusting waste of flesh oxygen and space who needs to be taken down! she cannot just do this to a beloved innocent kind man! johnny's only fault was marrying this pos! she is a truly horrifying psychopath who now knows she can get away with something this disturbing so this makes her even more dangerous! future victims beware because there are absolutely going to be more victims! please for the love of god someone take her down and give her a taste of her own psychotic medicine!!! take her down before she can do this to anyone else! she has been proven to be a big fat liar many times! she says herself how she got the bruises painted on her face to screw him over! she is disgustingly toxic and manipulates him into thinking he's at fault too! she made herself seem irresistible to him made him think she was the perfect woman lied her way into the relationship manipulated him into the relationship she never loved him she is incapable of loving anyone but herself she pretended to love him to get him to marry her! i know women like her i have seen exactly this situation many times psychotic women who try to ruin a mans life when the man gets tired of them and tries to leave the relationship and these psychotic women will not just let them leave the relationship oh no how dare they try to leave them they will pay for it i've seen them literally hit themselves in the face and then call the cops and blame the man getting him arrested and then try to turn around and get him back by manipulating him into thinking it was his fault too! she tried to make herself seem innocent and sweet during interviews about the abuseshe is so despicable dangerous disgusting a lying tw@$ everything about her screams abusive liar fake psychotic who needs to be heavily medicated and locked in a padded cell! #freejohnnydepp 1 they have proof that she was the one being violent proof that she got makeup done to make it look like bruises proof that jd was the only one who had physical abuse and proof that jd is completely calm while she is trying to get a rise out of him because she wants to fight and he doesn't and proof that she was actively trying to ruin his career because she is a psychotic person who can't stand being dumped by a man!!! how is this still a question on who's the abuser?! how has this case not been solved? how is her career thriving while his is ending? all of his ex's came forward to tell everyone that jd was never abusive to them and always kind! how with all of this proof is she still the victim?! how has she not lost the case yet?! i'm completely baffled! this is the most ridiculous thing i've ever heard and seen! she is nothing but a complete and total psychopath who gets off on ruining the lives of anyone who dare try to get her out of their lives! she not only gets off on it but absolutely loves watching her lies destroy innocent people! she has no regard for anyone's life but her own! if it were possible for her to get away with she would have killed him and even then with the way this bs case is going she might have gotten away with that too!!! she is absolutely loving this! i can't believe that someone can be soooo damn twisted disgusting psychotic towards someone who gave them nothing but love! she deserves to have the exact same done to her! she deserves to lose everything and more! someone needs to beat her a$$! she is an absolute disgusting waste of flesh oxygen and space who needs to be taken down! she cannot just do this to a beloved innocent kind man! johnny's only fault was marrying this pos! she is a truly horrifying psychopath who now knows she can get away with something this disturbing so this makes her even more dangerous! future victims beware because there are absolutely going to be more victims! please for the love of god someone take her down and give her a taste of her own psychotic medicine!!! take her down before she can do this to anyone else! she has been proven to be a big fat liar many times! she says herself how she got the bruises painted on her face to screw him over! she is disgustingly toxic and manipulates him into thinking he's at fault too! she made herself seem irresistible to him made him think she was the perfect woman lied her way into the relationship manipulated him into the relationship tried to make herself seem innocent and sweet during interviews about the abuseshe is so despicable dangerous disgusting a lying tw@$ everything about her screams abusive liar fake psychotic who needs to be heavily medicated and locked in a padded cell! #freejohnnydepp 1 they have proof that she was the one being violent proof that she got makeup done to make it look like bruises proof that jd was the only one who had physical abuse and proof that jd is completely calm while she is trying to get a rise out of him because she wants to fight and he doesn't and proof that she was actively trying to ruin his career because she is a psychotic person who can't stand being dumped by a man!!! how is this still a question on who's the abuser?! how has this case not been solved? how is her career thriving while his is ending? all of his ex's came forward to tell everyone that jd was never abusive to them and always kind! how with all of this proof is she still the victim?! how has she not lost the case yet?! i'm completely baffled! this is the most ridiculous thing i've ever heard and seen! she is nothing but a complete and total psychopath who gets off on ruining the lives of anyone who dare try to get her out of their lives! she not only gets off on it but absolutely loves watching her lies destroy innocent people! she has no regard for anyone's life but her own! if it were possible for her to get away with she would have killed him and even then with the way this bs case is going she might have gotten away with that too!!! she is absolutely loving this! i can't believe that someone can be soooo damn twisted disgusting psychotic towards someone who gave them nothing but love! she deserves to have the exact same done to her! she deserves to lose everything and more! someone needs to beat her a$$! she is an absolute disgusting waste of flesh oxygen and space who needs to be taken down! she cannot just do this to a beloved innocent kind man! johnny's only fault was marrying this pos! she is a truly horrifying psychopath who now knows she can get away with something this disturbing so this makes her even more dangerous! **future victims beware** because there are absolutely going to be more victims! please for the love of god someone take her down and give her a taste of her own psychotic medicine!!! take her down before she can do this to anyone else! she has been proven to be a big fat liar many times! she says herself how she got the bruises painted on her face to screw him over! she is disgustingly toxic and manipulates him into thinking he's at fault too! she made herself seem irresistible to him made him think she was the perfect woman lied her way into the relationship manipulated him into the relationship she never loved him she is incapable of loving anyone but herself she pretended to love him to get him to marry her! i know women like her i have seen exactly this situation many times psychotic women who try to ruin a mans life when the man gets tired of them and tries to leave the relationship and these psychotic women will not just let them leave the relationship oh no how dare they try to leave them they will pay for it i've seen them literally hit themselves in the face and then call the cops and blame the man getting him arrested and then try to turn around and get him back by manipulating him into thinking it was his fault too! she tried to make herself seem innocent and sweet during interviews about the abuseshe is so despicable dangerous disgusting a lying tw@$ everything about her screams abusive liar fake psychotic who needs to be heavily medicated and locked in a padded cell! plus she has a domestic violence record!!!! jd does not! wtf is wrong with people?! #freejohnnydepp 1 they have proof that she was the one being violent proof that she got makeup done to make it look like bruises proof that jd was the only one who had physical abuse and proof that jd is completely calm while she is trying to get a rise out of him because she wants to fight and he doesn't and proof that she was actively trying to ruin his career because she is a psychotic person who can't stand being dumped by a man!!! how is this still a question on who's the abuser?! how has this case not been solved? how is her career thriving while his is ending? all of his ex's came forward to tell everyone that jd was never abusive to them and always kind! how with all of this proof is she still the victim?! how has she not lost the case yet?! i'm completely baffled! this is the most ridiculous thing i've ever heard and seen! she is nothing but a complete and total psychopath who gets off on ruining the lives of anyone who dare try to get her out of their lives! she not only gets off on it but absolutely loves watching her lies destroy innocent people! she has no regard for anyone's life but her own! if it were possible for her to get away with she would have killed him and even then with the way this bs case is going she might have gotten away with that too!!! she is absolutely loving this! i can't believe that someone can be soooo damn twisted disgusting psychotic towards someone who gave them nothing but love! she deserves to have the exact same done to her! she deserves to lose everything and more! someone needs to beat her a$$! she is an absolute disgusting waste of flesh oxygen and space who needs to be taken down! she cannot just do this to a beloved innocent kind man! johnny's only fault was marrying this pos! she is a truly horrifying psychopath who now knows she can get away with something this disturbing so this makes her even more dangerous! **future victims beware** because there are absolutely going to be more victims! please for the love of god someone take her down and give her a taste of her own psychotic medicine!!! take her down before she can do this to anyone else! she has been proven to be a big fat liar many times! she says herself how she got the bruises painted on her face to screw him over! she is disgustingly toxic and manipulates him into thinking he's at fault too! she made herself seem irresistible to him made him think she was the perfect woman lied her way into the relationship manipulated him into the relationship she never loved him she is incapable of loving anyone but herself she pretended to love him to get him to marry her! i know women like her i have seen exactly this situation many times psychotic women who try to ruin a mans life when the man gets tired of them and tries to leave the relationship and these psychotic women will not just let them leave the relationship oh no how dare they try to leave them they will pay for it i've seen them literally hit themselves in the face and then call the cops and blame the man getting him arrested and then try to turn around and get him back by manipulating him into thinking it was his fault too! she tried to make herself seem innocent and sweet during interviews about the abuseshe is so despicable dangerous disgusting a lying tw@$ everything about her screams abusive liar fake psychotic who needs to be heavily medicated and locked in a padded cell! #freejohnnydepp 1 leave selena gomez alone the poor girl has been through hell even almost died and she is still the sweetest girl ever! just because someone makes messes doesn't mean they deserve to be on your list of a hole celebs! oh no stop the presses someone who's had multiple health and mental health issues and needs a lot of rest is leaving messes around her house and having the person she pays to clean clean it up! oh no! what a terrible person she is!!! shame on this girl for having severe depression which causes fatigue and makes the affected have zero interest in doing anything let alone cleaning gtfo of here with this s$&t ًںک‚ find someone else who actually deserves to be on the list you made because you have nothing better to do :) 1 Name: text, dtype: int64
df_comments[df_comments.username == 'Marianne Erni'].text.value_counts().head(60)
so you find murdoch everywhere and maybe there are others behind him 1 @josh jackzone the mainstream media belongs to murdoch or his cronies 1 @dina k the 100k the charities recieved at first were from depp in her name 1 @har ray and the time she wanted to seduce musk she was running around with books about astrophysics 1 she is known for secretly recording people und taking pics she has dated very rich people and who knows what she has on them or him 1 they sell for money 1 she is the real abuser who just wants to abuse and control her victim till the end 1 we are all listening so we can remember every lie she told and how she changed her stories 1 somebody said that she has him bc she has frozen embryos 1 i do hope she starts to throw stuff at judge and jury 1 and she was shouting that nobody would silence her how often did she want to turn the trial down? 1 no real victim would have wanted to be the whole time in the same room with the abuser the london trial where she wanted to hear all he was saying was a red flag for some victims of abuse it was a red flag for me when the judge allowed it 1 @char mc staying with her dad and eating out of care parcels 1 @j lee the officers had no idea of the high profile case they were told about a husband called mr heard and if there was nothing to be seen why take pics and i do wonder if they would have needed heard to agree to take pics 1 @monica hall i want to see the record of the dentist who had to fix her teeth in one night as always there were pics taken the day after the alleged assault no black eyes nearly broken nose split lip or broken teeth no swelling 1 and in the uk case she was only a witness she did not have to prove all the stuff she was telling at least not bc the judge helped her in any way but the coa said that she did not donate the money and that the anonymous donations could not be counted for her 1 she will never provide the documents to show that she has lost 100 mill that is ridicoulus she is not worth that much 1 and they never sayd johnny depp the police wrote johnny heard 1 and ask why depps lawyer has been banned from twitter and depp is not allowed to get an account on twitter? 1 the first judge had too many connections to murdoch and the lawyers and the other judges would not go after a fellow judge 1 sitting in murdochs pocketi suppose 1 but the people also say that she is just a few minutes in it and that her acting is the absolut worst part of the movie 1 there are a lot of pics just one or a few days after she has been allegedly attacked by depp and had two black eyes broken nose broken teeth bunches of hair ripped out nearly broken ribs and hand split lip and other horrible injuries but she must have the healing power of wolverine she even could have a ballet lesson with bare feet two weeks after her feet were in shreds and she could wear tight shoes 1 the judges did not dare to go after murdoch and the sun and a lot of the media is owned by murdoch but bc the court of appeal said that heard lied about the donations commited perjury and has hit depp we can call her a husband beater now 1 but you could have a good look at the evidence and listen to the witnesses like cops nurse housemaid housestaff neighbours and so on and look at the pics you can find of her just a few days after the alleged attacks she claimed black eyes: my eyeball nearly popped out broken nose and split lip nearly broken ribs and hand and other injuries but she has photoshootings and can film for a late night show you cannot hide a broken nose or split lip you cannot hide the swelling with make up and you cannot move without problems with bruised ribs she could post a video from a ballet lesson with bare feet two weeks after her feet were in shreds 1 but till now she got away with everything like falsifying docs for the homeland security falsifying docs when smuggling her dogs into australia lying to the australian governement when the finger incident happened she said she was not in australia she lied about the donations she said she gave the full amount but never payed it 1 the problem is that depp was fighting against the sun the sun belongs to murdoch one of the most powerful and richest men of the uk and the judge in london has a lot connections to murdoch and even to heard who his wife met and the judges from the court of appeal would not go after a buddy 1 the problem that the mainstream media are not speaking about this they are still protecting heard 1 they said they will make a new pirates with a female crew only but we had strong females in the other pirates no need for that 1 maybe bc she has filled a new motion to have the case dismissed bc she won in the uk 1 i suppose they hoped there woulld be nothing and so they could hide them from depps side as long as the london case was on 1 @unknownkingdom they came to help an abused woman there are special trained teams for dv cases but if you might need help one day you do not have to call the police 1 @wilfred dale like her saying to the world that she has donated the full amount of the divorce money what did the mainstream media said to that horrible lie withhelding money from sick kids? nothing at all 1 they all belong to murdoch i wonder how long he will help her 1 his manager said that depp himself did not wanted to take the dogs to other countries he said they would be better at home with the staff and he know that he had to work 1 calling them thugs in an interview to et might not have been a good idea 1 but he would have got much more while being in the movie you can see now that disney is getting sued bc a movie is not only shown in movie theatres 1 @angela s his lawyers asked her to sign a postnuptial bc she avoided to sign the prenuptial and she got really angry and chased him the first bottle she has thrown at him was aimed at his head you can see it by the hole in the window 1 @count dracula and her followers might attack you on twitter and call you liars and other nasty names and then they block you 1 and depps lawyer has been suspended from twitter for ever and depp cannot get a verified account on twitter murdoch musk bezos penske they all are together 1 @jacque labadie and she told depp that she loved rare books and painting and art and when she was dating musk she was running around with books about astro physics 1 @wak3 th3 p3ople and as i do remember he promised it to hunter s thompson to do it it was in the will and he bought all the paperwork from hunter from his widow so she got some extra money 1 @truth of the matter so you are telling the same lies as his financial managers he had to sue and he gave 1 million to the great ormond childrens hospital in london has bought weather proof jackets for the whole crew of potc 5 bc the weather was so awful gave a woman who has lost a toe 5k for her recovery payed a pi to find a stalker who harrassed the actresses on another set please tell me one occasion where heard has given something away she kept the divorce settlement she said she would donate and she kept all his stuff he bought from the penthouses 1 @truth of the matteramber has lied in front of cameras and in a court of law about donating money to sick kids she said she has donated 34 mill but never gave a dime johnny has a history of being generous and has got awards for his work 1 @wallflower the uk judge had and has such a lot of connections to murdoch the owner of the sun and it is interesting that heard was a dinner guest at his house 1 @maaike r and while she was making that video that poor baby girl was born 1 look who are behind and with that nobody there are some awful really man hating women helping her they just want to tear men down and want that the word of one woman will be enough 1 @k e l some people will do anything for a little money but interesting if rocky gets accused her husband might get into trouble as well 1 i do hope karma is working that nobody has so many friends behind her who just wanted jd destroyed for their political agenda i do hope some might got dragged down with her 1 she has taken such a lot of things with her 1 and may she takes others with her 1 i suppose the verdict was written before the trial even started and not by the judge that little speech nobody gave on the steps of the courthouse she knew exactly what would happen she has met the judges wife and i think she promised the outcome i am a bad person but i do hope that judge will get the same medicine he has dished out 1 she was this afternoon ranked as the top annoying actress of this year 1 but they did not say it in their testimonies josh only said that they picked up the glass bc of the dogs 1 the financial group johnny sued when he found out how much money they lost of him said they would destroy him 1 @marie lyyod they could never clean up as fast as possible with those bright carpets and did they glue the candlesticks and vases and flowers? 1 @diego davoli bc she attacked him and she was really astonished bc it was the first time he touched her it seems and you cannot spot injuries 1 @diego davoli the audio where she says i only slapped you i cannot promise to not get violent again bc i throw pots and pans and vases at you you are not allowed to go? or the audio where she says i did not wanted to kick the door in your head but i meant to hit you in the jaw? 1 @diego davoli the judge with all those connections to murdoch? the judge who dismissed all depps evidence? it will be nice for lawyers bc they can use his verdict for other cases 1 @xt_games so sad to hear this that is horrible 1 Name: text, dtype: int64
df_comments[df_comments.username == 'Willy Gonutz'].text.value_counts().head(60)
remove ah from aquaman 2 sign the petition at: https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2 18 million signatures and counting 24 the really annoying thing is that after ah loses these court cases she'll disappear for a little while then come back in a year or two all contrite and remorseful and be celebrated as a 'strong woman who 'made a mistake but was able to admit it and learn from it and come back better' and all the rest of that type of bullshit and no one will give a f@*k about how she physically abused jd shat in his bed and tried to destroy his career great to live in the time of sound bites and blip verts 14 fire amber heard remove ah from aquaman 2 sign the petition at: https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2 18 million signatures and counting 2 with regard to the pic ah posted of jd with the melted ice cream how is that legal? i thought there were laws against arevenge porn' surely this falls under the same broad umbrella taking advantage of someone (who incidentally may have needed medical attention) for spiteful or nefarious purposes while they are intoxicated or otherwise unable to give consent to what may be embarrassing behaviour by the way i have often fallen asleep with chips drinks etc down my shirt and on my best day i will never look as cool as jd does even with icecream on his shirt stay cool jd her issues don't diminish you 1 @kim orris i'm the same there have been movies in the past that i have wanted to watch but not support but if ah is in this one then i just don't want to watch it whenever i see a pic of her now i immediately think of what she left in jd's bed the violence etc was bad enough but that was next level makes it hard to seperate actor from character 1 @ren'e nunya yep and it looks like she is just clocked jason manoa too i'd be putting a breathalyzer on her every morning on set 1 @ren'e nunya yeah they even say on one of the tapes go back and listen to the tape and we'll talk about it tomorrow 1 @pyranders putting aside defamation which can be an arbitrary figure because how can you put a $$$ value on reputation? the contracts he has lost on pirates of the caribbean and fantastic beasts alone are worth close to $100 million when he is proven innocent which is looking more and more likely he will rightfully sue to recoup that money from the movie studios the movie studios will then sue amber heard to recoup their money and i'm guessing she doesn't have those type of dollar dollar bills without the ability to pay that money which again is not an arbitrary figure but rather specific amounts according to legal contracts the courts won't have many options other than to look at goal time because $100 million (plus defamation $$$) is a shitload of community service and perjury is most likely the charge they'll use 1 there's no pirates of the caribbean without cap'n jack sparrow and there's no cap'n jack sparrow without johnny depp 1 the really annoying thing is that after she loses these court cases she'll disappear for a little while then come back in a year or two all contrite and remorseful and be celebrated as a 'strong woman who 'made a mistake but was able to admit it and learn from it and come back better' and all the rest of that type of bullshit and no one will give a f@*k about how she physically abused jd shat in his bed and tried to destroy his career great to live in the time of sound bites and blip verts 1 sign the petition at change 1 have crazed cult added the link to 'change' so people can sign the petition to have ah sacked from aquaman 2? i couldn't see it and when i put the link in my reply to others comments it comes up 'unknown error' i've put the link in the public comments 184 million signatures and counting ًں‘چ 1 that is so wrong the audacity to even suggest it it's so offensive that i think if i was dealing with those executives i would say: yeah we'll sell you those rights and once i had the money i'd march them straight to jail then ransom them back to their company they need to be reminded that not everything is for sale they need to be put in their place jet li was offered the part of cipher in the matrix movies he turned it down because although they only needed him for 3 months to film his part they wanted him for 9 months so they could film document and own all his moves and technique in the same way a company can own intellectual property that is something i regularly battle with in my line of work quite often some of the people we do business with are completely unaware of how offensive their 'deals' are 1 apart from the stuff she admitted to doing if it turns out that she did sh!t in his bed and did burn him with cigarettes and was regularly drugging him with xanex etc then there is no punishment to harsh in my opinion i would try and charge her with everything up to attempted murder 1 @rock candy hahaha! nice! we don't want her here although i'm sad to say she'd prob fit right in the way our politics are at the moment people in the spotlight: tv hosts news presenters etc are disappearing and being replaced with every pc minority based on : religion gender ethnicity physical disability etc it goes without saying that people in those demographics should be able to get those jobs but it shouldn't be the reason they get the job brie larson's whinging about getting her own marvel movie was the reason scarlet johannsen's black widow movie was pushed back a lot of these chicks talk about their 'sisterhood' but the truth is most of them would eat each other to get to the top which is probably not far off how ah and bl and one or two others got this far in the first place 1 if she has all this evidence that she claims to have then she owes it to all the victims of domestic violence to act on it 1 yep especially when he still had that $650 million that got embezzled 1 @bee saw one of her video interviews today she was really laying it on thick the hurt naive frail little girl act the look on her face was pitiful not pathetic (well yeah that too) but a real: 'i'm just a poor little victim' type of 'pitiful me' look except!!! when they ask her about and played audio of her admitting to hitting jd (specifically i think it was the piece where she said i didn't punch you i hit you) when the description of the physical violence came up you could clearly see her eyes light up and she started grinning it was f#*king chilling like docos on serial killers and you can see their enjoyment remembering the details of their crimes why did you do it? where did you do it? when did you do it? dull monotone answers how did you do it? and they light up ah was the same 1 @parading_ panda12 remove ah from aquaman 2 sign the petition at: https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2 18 million signatures and counting 1 @young dab i know you wrote that a year ago but she put him in hospital twice dosed him up on xanax took the top of his finger off with a bottle and shat in his bed yep right there on the sheets there's plenty more but that's the highlights 1 @cxzy pets think you might be reading your newspaper upside down mate what happened was amongst other things was she put him in hospital twice dosed him up on xanax took the top of his finger off and shat in his bed that's just the highlights 1 @dog dog haha! yeah! who cares who she beats up? i couldn't care less if she ran someone over in the street this is a movie what she does who she beats up and tries to kill in her private life is just that her private life 1 yep but it's been done before 1 yep right up there with brie larson 1 these crazy days a lot of people pick sides according to gender skin colour religion political allegiance and not by what is right or wrong 1 @eve ivy prunette like i said no one will care and in a month a year whenever we'll be reading the same story again except it will be two different celebrities 1 @dario bejo because she is a psychopath 1 @oscillate wildly as a fellow aussie i hope you are rightًں‘چ 1 @j lee maybe but she is got lot of this new fanaticism behind her people who support people not because whether they are right or wrong but because their politics align or religion or skin colour or gender she ticks a lot of those boxes but i agree the dirt never completely washes off no matter how hard they try to cover it 1 @jermare this channel does this regularly this isn't clickbait clickbait is deceptive or misleading these titles are just pure lies they do it to boost views which in turn increase chances of gaining advertising $ i report them now under 'spam or misleading' hopefully they'll be taken down for good info on the jd ah topic check out the umbrella guy or lost beyond pluto there's a few good ones out there j4jًں‘چ 1 @jason marchant i wasn't sure of the time overlap: when the divorce was finalized as to when she 'had' the baby she said it was 4 years ago she decided the courts can be a crazy place they may date it from the actual birth day they may date it from the day the embryo was removed or the day it was implanted whatever she was thinking her bottom line was about getting her hands on as much $$ as possible 1 is she always drunk or just always looks drunk? 1 @stealth women yeah i don't know whether she was prepared to go as far as straight out murdering jd but she probably would have killed him eventually if just by accidentally overdosing him this could have gone so badly strong guy by the way loses $650 million and his mother and can still muster the strength to fend of that germ 1 definitely i've done it to mates that didn't realise they were more drunk than funny but it sounds like ah made it clear to jd very early on that no one would believe him if he said she was abusing her and he knew that any little thing could make him look like the bad guy i think she was setting him up for years and years probably had a plan ready to go and when she met him on the rum diaries she thought this is the perfect target rich with a history of substance abuse if she doesn't serve time serious time it'll be a travesty 1 we have a saying in australia that is pretty apt for this: you can't polish a turd and yeah wan may be a good director but even he can't polish a heard 1 can't wait to see the youtube clips of the audiences boooooing!!! ah when she comes on screen 1 @ceo of secularism imagine having to get in a pool and film with that dirty skank i'd be paranoid about getting any of the water in my mouth it'd be like when you see some little kid in a pool and you know he's pissed in it 1 because ah's lawsuits are going really bad for her and wb don't want to release a movie at the same time as their female lead is going to jail 1 and all the people who backed up her story 1 that was just after he got home only a couple of hours after a meeting where he found out his accountants had mismanaged his tax to the tune of $650 million dollars 1 she should be in jail 1 a lot of actors have been to ordered not to talk about it by the studios under threat of losing their job that's why mads mikkelsen has been very non committal the actors who have stood up for jd like penelope cruz xavier bardem rdj paul bettney etc did so at serious risk to their careers 1 apart from what the falsely accused have to go through the worst thing about these cases is that it trivializes what genuine victims of abuse have to deal with she really has a lot to answer for 1 @rod turner def true mate i liked the 'stay on point here' commentًںک„ men don't come forward when this happens for obvious reasons and even worse try telling your mates that your female boss is sexualy harrassing you and see how that flies but the chick's got a point that's why it's good to see a lot of women supporting jd i thought when people said he was lucky she didn't kill him they were just being dramatic but since then i found out she is been in charge of giving him his meds!!! and she took that photo of him passed out (prob dosed him up on xanax) and she shat in his bed this chick is a fucking psycho i mean where are his mates? if this goes pear shaped then i reckon alice cooper slash and a few other people should be taking a long hard look at themselves 1 you are lucky you'll be able to have any seat in the entire theatre cause it will be empty 1 dude she shat in his bed 1 @it's me dude it's 10 months since you wrote that comment and a lot more has come out have you checked any of it out? it's f#*king crazy if ya haven't had the chance i won't bore you with all the details suffice to say she is sent him to hospital a couple of times and she shat in his bed yep! took a dump right there on the sheets 1 to the person who asked: how much damage can one person do before the big wigs (studio execs) step in? well she was dosing jd up on xanex with no one around to see how much or how often she was dosing him so maybe manslaughter or murder? i guess it just comes down to which scenario they think will sell more tickets 1 ah i don't want the money i'll be donating it to charity (you know unless i need it for something else) also the statement that she has needed to use that money for legal fees was delivered by her lawyer! ah's lawyer ms heard would have donated the money to charity but she had to pay me it would be funny if they weren't destroying a guy who seems to be in a pretty fragile place at the moment 1 does anyone really believe that ah is a avid reader? i mean pop up books maybe but literature? ًںک†ًںک†ًںک†ًںک†ًںک† hardly!! if the reading is not a publicity stunt to change her public image from bimbo to inty lekchool then it must be being used as a distraction to keep her sober 1 like most men it's hard to express just how much cases like these anger me (women who make false domestic violence claims against men knowing that it's an almost guarantee win regardless of evidence and they will most likely walk away with the house the kids and half their husbands pay for the rest of his life) but i can't imagine how frustrating this must be for women who are victims of domestic violence when women like amber heard belittle such a serious issue for publicity or money or spite or whatever her particular reason is 1 i was putting the link to the change petition in as many comments as i could but after a couple it stops you posting the comment but! if you post a different comment then edit it and add the link it does post so either the algorithm stops you from posting the same comment too many times or yeah they (youtube) are blocking any ah commentary 1 in the vid of her being interviewed she is sitting there like butter wouldn't melt in her mouth all woeful pitiful and pathetic like a lost little girl but as soon as they asked her specifically about the physical violence (they played audio of her saying to jd: i didn't punch you i hit you) her face changed and she couldn't hide the little smile it was f#*king chilling like a serial killer in a doco getting excited remembering the details of the crime 1 replace amber heard remove ah from aquaman 2 sign the petition at: https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2 18 million signatures and counting 1 sack ah remove ah from aquaman 2 sign the petition at: https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2 18 million signatures and counting 1 ah is poison she'll drag down aquaman2 and take everyone with her don't watch aquaman2 but be sure to watch whatever jason momoa does next 1 amber heard a bookworm?ًں¤£ًں¤£ًں¤£ loves to read?ًں¤£ًں¤£ًں¤£ًں¤£ًں¤£ًں¤£ pop up books maybe as a distraction to keep her off the bottle what a f#*king disgrace ًںک–ًں¤¢ًں¤®ًں¤®ًں¤® 1 wow! in the space of a couple of minutes from 2525 she emasculates him horribly saying he needed to be rescued: 'travis come and save me' 'travis to the rescue' says he wants to jerk him (travis) off calls him weak and calls him 'such a baby' and when he says 'enough' and tells her to leave she doses him up with xanex and gaslights him at this point i think if there was video of him beating her with a metal bar i would still be on his side how the fuck is this woman not in goal? 1 amber heard isn't ugly but she is not as attractive as she thinks she is she has a face that takes make up well when it's completely painted up and lathered on without make up she is a 7 with make up she is probably a (hollywood) 9 monica bellucci is a straight up 9 10 without make up when she adds a little bit of make up she becomes a 10 1 sack amber remove ah from aquaman 2 sign the petition at: https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2 18 million signatures and counting 1 Name: text, dtype: int64
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they won't believe you because you are a man she is not a victim 38 Name: text, dtype: int64
df_comments[df_comments.username == 'Bernie McKinley'].text.value_counts().head(60)
https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2 15 sign the petition to remove amber heard from aquaman 2 changeorg https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2 10 #justiceforjohnny 3 https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2?signed=true 3 #justiceforjohnnydepp 3 justice for johnny depp 3 all of the dislikes are for amber heard ًں‘ژًںڈ½ 2 thank you 2 https://youtube/aca0kwohtqq amber heard being her abusive self watch it 2 she further stated that she had for filled her pledge and already paid the full $7 million in 2018 she has personally paid $0 depp paid the first instalment directly to the children's hospital until amber got her lawyers to stop it and pay her directly the rest were paid by fidelity charity who elon belongs to not amber and were paid by elon that is the seven figures already paid by amberher lawyer is referring to look up the dutch tv interview where she boldface lies it'll make you sick 2 please help by signing the petition to remove ah from aquaman 2 https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2 2 jerry worked for and guarded paul mccartney julia roberts the spice girls arnold schwarzenegger antonio banderas as well as johnny amber claiming jerry of allowed a man to beat a woman in front of him is a revolting accusation she knows that that would ruin his career and reputation and hopes it would to meet her own needs think about how evil that is now remember those other stars that know jerry amber has some big name enemies in hollywood you can bet on that 2 the honor roll list is people pledgingto donate not who have donated she is not on the list of thise who have paid 1 ok i follow this case amber paid $0 herself the court documents show that johnny depp paid the first 100000 on her behalf to the children's hospital before amber heard intervened with her lawyers to have the $$ paid to her directly pledging to donate herself the other 2 amounts of $500000 and $250000 came from elon musks fidelity charity fund / vanguard who amber does not belong to from an anonymousdonor she was dating elon at separate times when he made those donations he being rich is ignoring johnny's subpoena again amber personally has paid $0 watch on dutch tv talking about paying that money and read the interviews she has no limits the woman is sick also she is listed by chla as pledging to donate she is not on the honours list for those who paid the millions $1 million up 1 but also amber coerced her employees threatening their job to lie on her behalf for the dogs and attempted to grease a vet when caught blamed her employees that she pretty much blackmailed to lie in the first place she a stone cold crook make no mistake of that 1 amber heard is a liar abuser perjurer she lied on loop about donating to sick and dying children she has no limits she is a very sick woman 1 the charity group it is paid from is registered with musk and used by elon musk amber heard is not registered with them it is not from amber nor technically even recognised as from amber it is designated or recommendedby her but from an other anonymous source being elon musk point being no money was paid by amber heard 1 really good colonel you've done a great job of these 1 thank you again stevie for video 1 we also get court documents from nick wallis and fairfax as well as adam plus there are lawyers on twitter that explain each document 1 nicky is rubbish 1 powerscourt does pr for abuser amber heard who actively run smear campaigns on johnny 1 love your work 1 he took rupert murdoch to court the sun murdoch is the biggest media mogul in the world and he is vicious i'm australian he's australian 2 of our ex prime ministers (equiv to the president) can't bring murdoch down 1 that table does not believe her but she expects that they would because she is a narcissist 1 fully agree nerdette you hit the nail on the head ًں‘چًںڈ½ 1 oh this lady is sick it never ends so much perjury abuse and lies 1 no this is way off have you heard the tapes? then research narcissistic personality disorder then read the court transcripts watch her and johnny's depositions articles? articles? no way they are click bait paid pr and writing dirt on johnny sells get real 1 another good video nerdette thank you for talking and helping the bots 1 im on the list and my retweet is on that document and im not a bot 1 maybe his supporters should crowd fund a counter doco i'm sure there's someone out there doing it we have the evidence and the public 1 psychologist call that smile duping delightcommon with lying narcissists 1 dutch tv a lot on that panel you can see with their body language do not believe her 1 screw amber heard she is a crap horrid person 1 amber needs jail 1 debarooo22 so did i in a similar narrative though now we know she is a psychopath 1 she must want us to say elon's the father by mentioning the 4 years unless she is daft but no she is far too strategic to do that and then the name she has chosen 1 boycott l'orأ©al amber heard abuser 1 lock her up 1 amber heard has not personally donated a cent of the donations she told everyone on loop she had donated including the courts later proven by a letter from the children's hospital la if she can lie to sick and dying children she has no limits 1 great work 1 amber heard is a sick narcissist liar 1 thank you it's how it is amber heard is a psychopath 1 thanks steve 1 part 2 please 1 johnny depp paid the first $100000 to chla until amber heard got her lawyers in to have it paid to her directly she is an absolute fraud 1 great win jd we already knew this time last year it was obvious she hadn't paid the childrens hospital la at least are being honest but the aclu who she is a spokesperson for have been very obstructive wow i will never donate to them again she lied on loop that had past tense already paid this money and stated i wanted nothing 1 you can also see the asian lady is not comfortable with amber 1 fyi all of the dislikes are for amber heard ًں‘ژًںڈ½ 1 even the $100000 came directly from johnny depp until amber & her lawyers stopped him from paying the donations directly and made him pay it to her the other donations came from elon musks charity funds who amber is not associated with amber was dating elon at the time of the donations she has actually donated $0 herself $0 of johnny's money amber has persistently lied about having given this money now she has been caught she again blames johnny to not believe johnny is at this point utterly insane she is a very nasty evil narcissist 1 i saw the first one i will not watch the second with her in it the petition to remove her is at 18 million 1 empowerment for amber is extortion hitting and throwing pots and pans at people false abuse threats in exchange for $$ or else! ripping off charities screwing rich powerful men for leverage & roles stealing kate james sa story using a child as a pr prop shitting in a bed perjury fakeactivism highjacking women's movements to hide behind getting high & wasted on wine losing friends all over but making new useful idiots in their place (eve) being an all round psychopath s#&t of a person 1 johnny did not bring her to court until years later another lie lies to cover lies to cover lies to cover lies to cover 1 bipolar isn't a personality disorder it's a serious mood disorder 1 enjoying your johnny coverage 1 booooo amber heard you abuser 1 the photos submitted by heard were edited as noted in court documents 1 she didn't donate to the children's hospital the divorce settlement nor aclu she publicly said on loop she had already paid $7million years ago returns show approximately $500 thou came from elon musks company in her name and $100000 from johnny johnny was going to pay the entire amount to the charities until amber and her lawyers stopped him 1 amber was arrested for assaulting her then wife taysa 1 how is she worth any of the backfire she has to be a loss in sales despite the publicity surely 1 Name: text, dtype: int64
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your lies have been revealed to us you are not a victim you are just a traitor and a scoundrel who made our dear johnny depp sick 40 Name: text, dtype: int64
df_comments[df_comments.username == 'Lotta'].text.value_counts().head(60)
still the same the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 2 red arrow the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 2 rondel pondel the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 2 new royals the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 2 slim fill the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 2 la lo lmao how can you say my statments are delusional after everything you just said ًںک‚ًںک‚ 1 claude revalier disgusting you are supporting a domestic abuser who was actually arrested and went to court you are absolutely disgusting 1 master and servant the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 hiro shima the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 retro light the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 karina render the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 clemens was here the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 no alternative the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 blitzkrieg bob the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 quiet please the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 tor tier the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 hungry wolve the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 malcolm y the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 sand man the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 gin tonic the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 strontium 90 the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 donald duck the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 walk alone the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 jorge beixas he is suing a magazine who just made an article lmao its nothing to do with the movie that made money because of jason mamoa 1 antonette johnson the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 rest in peace the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 i wish you were here the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 sheena mccullough shes a fucking sosiopath 1 blue blues the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 timtom tomtin the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 sas fee the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 grandmaser flash the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 zen zardoz she is a disgusting convicted domestic abuser 1 yom kippur the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 roro trek the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 paul lechner the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 red roses the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 red roses why is she not in jail when se was actually arrested and went to court for domestic abuse? 1 europe calling the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 brand new what other women lmao all her exed came to his defense and were his witnesses because they all said that he wa no man who would ever do anything like that 1 anastio hipposto the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 hic salta the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 pure joy the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 joy man the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 giga set the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 sioux apache the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 michelangelo v the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 trident sugarless the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 steam boot the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 andros horvath the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 loralyn f because im defending an abuse victim? if someone here is an abuser its you because youre defending an abuser that was arrested and went to court for domestic abuse 1 loralyn f ًںک‚ًںک‚ًںک‚ًںک‚ oh the official criminal records of her domestic abuse are less legit evidence against the feeling you get from his eyes? ok youre obviously delusional no point arguing 1 master mind the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 simply flabbergasted the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 code red the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 lao tse the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 jim tolstoi the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 in disguise the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 grisel baez the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 alex eastwood the allegations of him throwing iphone at her were fake you should do your research before you doom a good innocent person there were shitton of evidence proving she was lying: she herself was arrested for domestig violence and she even had to go to court because of it 1 she first asked for divorce and 50k month suppousal support (even when they did not have kids and were marrued 13 months) she also asked for all the cars houses and the dogs 2 when she got denied she made the allegations (btw she asked for divorce day later his mother died) her only edivence was pictures of her bruises that you could easily do with makeup or just drop a phone to your face their housekeeper said she saw amber without makeup next day and without bruise the fucking police filed a report saying there were no sign of violence whatsoever (they were called when they were fighting but left after amber asked and saw no sign of any violence) their bodyquards who were there when it was happening said they didnt hear nothing they also said that amber had tried to set him up on the privious day photo of amber next day partying without bruises ambers publicist was testifying against her also every single one of johnnys exes saying the allegations were nothing like tha man they went out with the video evidence was about their fight over a year ago not about the incident that video was edited and amber was egging him and not getting anywhere safe like she would if she was really scared (we dont know what was happeninf before the video she could have made him really mad and start recording after and start acting like a victim) ambers friends who were going to testifyi for her had been friends for 12 years and they lived in johnnys apartment there is a leaked email where she said give money and she keeps silent in leaked documents its shows that johnny actually accused her of hittiming him and amber admitting to it she was many hours late for testifying and then in the end didnt even go to court just settled because she knew she was going to lose so do your research before you make yourself look like moron 1 Name: text, dtype: int64
df_comments[df_comments.username == 'Frost_Daghers'].text.value_counts().head(60)
they won't believe you because you are a man she is not a victim 43 Name: text, dtype: int64
df_comments[df_comments.username == 'Goth Kid'].text.value_counts().head(60)
#justiceforjohnny #youtubesupportsabusers 38 #justiceforjohnny 31 #youtubesupportsabusers 22 Name: text, dtype: int64
df_comments[df_comments.username == 'Damn ...'].text.value_counts().head(60)
they won't believe you because you are a man she is not a victim 62 Name: text, dtype: int64
df_comments[df_comments.username == 'Kilim Nataniahu'].text.value_counts().head(60)
to all people here star downvoting all access videos they are clearly taking the side of a domestic abuser we should not tolerated domestic abuse in any shape or form make this know too in their twitter feed do not let them profit from the defence of domestic abusers !!!!! 28 to all people here star downvoting all access videos they are clearly taking the side of a domestic abuser we should not tolerated domestic abuse in any shape or form make this know too in their twitter feed do not let them profit from the defence of domestic abusers !!!! 23 nobody will believe you because you are a man amber heard 5 i will be downvoting all your videos because you are giving a platform to the domestic abuser amber heard!!!!! 2 @a friend or foe yeah that is why i hate access because they are giving support and platform to amber who is a domestic abuser 2 @marie cohen yeah that is why i hate access because they are giving support and platform to amber who is a domestic abuser 2 @abbie hazel hunter exactly the opposite wtf how can you assume i will defend the domestic abuser amber ? 1 @marie whitbread again access is trying to defend the domestic abuser amber heard enough !!! do not let access make a profit on the back of the horror that is domestic abuse !!!!!\r amber heard denies johnny depp's claim of settlement 'sham' (report)https://youtubecom/watch?v=10t2yh8v05c 1 @marie whitbread yeah that is exactly what i am saying i really don't see what confused you here 1 @لƒ“لƒ لƒلƒکلƒ، لƒ™لƒگلƒ لƒ’لƒ•لƒگ again access is trying to defend the domestic abuser amber heard enough !!! do not let access make a profit on the back of the horror that is domestic abuse !!!!!\r amber heard denies johnny depp's claim of settlement 'sham' (report)https://youtubecom/watch?v=10t2yh8v05c 1 @لƒ“لƒ لƒلƒکلƒ، لƒ™لƒگلƒ لƒ’لƒ•لƒگ yeah that is what i am saying why would you think i am talking about johnny been the abuser? 1 @reason for living we know and it is quite the clear cut why are you defending a domestic abuser? is domestic abuse something you like to practice in your spare time? 1 @anmol nice keep the good work going 1 Name: text, dtype: int64
df_victim = df_comments[df_comments.text.str.contains('victim')]
print(df_victim.shape)
(103766, 20)
df_victim = df_victim[~df_victim.username.isin(good_list)]
print(df_victim.shape)
df_victim.head(2)
(103545, 20)
| video_id | comment_etag | comment_id | text | username | author_ch_id | nlikes | p_dtime | u_dtime | nreplies | moderation_status | comment_reply | parent_id | author_ch_url | author_profile_image | year | date | month | dayofmonth | hour | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2031 | MZGyGk0xBlw | cz-SMsQ5YsMXCcFcofJ-_UQK_j0 | UgybCR6PJSFIo6r2SoB4AaABAg | she chose jail? talk about cut of your nose to... | Tennille Sinclair | UCtKqWUdvuCILr3ztDYBMqMw | 0.0 | 2013-01-20 06:09:50+00:00 | 2013-01-20 06:09:50+00:00 | 0.0 | NaN | comment | none | none | none | 2013 | 2013-01-20 | Jan | 20 | 6 |
| 4350 | ytIfSuy_mOA | nINkcugZNvHUeUwYFyBb5LlbYw0 | Ugz5XLZu8khN6WD96fN4AaABAg | transplanted niggas from africa to jamaica hap... | Yoli Goodi | UCLXEPLpoMh3-YCiS950bxFw | 0.0 | 2013-05-18 17:16:57+00:00 | 2013-05-18 17:16:57+00:00 | 0.0 | NaN | comment | none | none | none | 2013 | 2013-05-18 | May | 18 | 17 |
victim_daily = df_victim.groupby(['year', 'dayofmonth', 'month']).size().reset_index(name='ncomments')
print('\nNote: The Peaks on Feb, Dec 2020\n')
title = 'A Heat Map for the Comments Containing "Victim"'
helpers.facet_heat(victim_daily, title, n_col=4, vmax=1000)
Note: The Peaks on Feb, Dec 2020
df_victim.username.nunique()
84566
df_nvictim = df_victim.groupby('username').agg({'text':'count', 'nreplies': 'sum', 'nlikes': 'sum'}).reset_index(
).rename(columns={'text':'ncomments'})
print(df_nvictim.shape)
df_nvictim = df_nvictim.sort_values('ncomments', ascending=False)
df_nvictim.head(15)
(84566, 4)
| username | ncomments | nreplies | nlikes | |
|---|---|---|---|---|
| 36779 | LaraCroftEyes1 | 145 | 17.0 | 835.0 |
| 32923 | Julie Lea | 140 | 23.0 | 616.0 |
| 45788 | NIBS | 84 | 98.0 | 1834.0 |
| 38834 | Lotta | 79 | 0.0 | 35.0 |
| 67455 | Yalonda Howell | 77 | 70.0 | 179.0 |
| 15271 | Damn ... | 62 | 0.0 | 17.0 |
| 61542 | The Amber Heard Playlist!! | 61 | 29.0 | 3.0 |
| 11554 | Carmen Castro | 59 | 18.0 | 750.0 |
| 14382 | Crispy Co | 54 | 28.0 | 754.0 |
| 73873 | k. _nf | 52 | 17.0 | 2029.0 |
| 33012 | June Harris | 52 | 14.0 | 407.0 |
| 37903 | Lilia Mendes | 51 | 10.0 | 364.0 |
| 36912 | Laura Peterson | 50 | 17.0 | 223.0 |
| 41072 | Marianne Erni | 47 | 5.0 | 118.0 |
| 62853 | Tiffany C | 45 | 18.0 | 138.0 |
helpers.barh(df_nvictim[['username', 'ncomments']].head(15),
'Top Users with Comments Containing "victim" keyword', threshold=0)
df = df_victim.groupby(['date', 'username']).agg({'text':'count', 'nlikes': 'sum', 'nreplies': 'sum'}).reset_index(
).rename(columns={'text':'ncomments'}).sort_values('ncomments', ascending=False)
df.head(15)
| date | username | ncomments | nlikes | nreplies | |
|---|---|---|---|---|---|
| 65183 | 2020-12-29 | Damn ... | 62 | 17.0 | 0.0 |
| 35140 | 2020-12-25 | Frost_Daghers | 43 | 10.0 | 0.0 |
| 76388 | 2021-01-01 | aria tatality | 40 | 0.0 | 1.0 |
| 740 | 2019-02-05 | Lotta | 40 | 10.0 | 0.0 |
| 61346 | 2020-12-28 | Ov3r tube | 38 | 210.0 | 0.0 |
| 94310 | 2021-09-09 | Ashely Holmes | 36 | 35.0 | 9.0 |
| 78055 | 2021-01-02 | ل´ ل´‡ل´„ل´›ل´ڈت€ل´‡ل´…ل´›تœةھل´„ x | 36 | 27.0 | 2.0 |
| 67587 | 2020-12-29 | Sweet Succulent Euphoria | 35 | 981.0 | 0.0 |
| 63736 | 2020-12-28 | you good? | 35 | 12.0 | 0.0 |
| 32951 | 2020-12-24 | Zhong Xina | 35 | 1582.0 | 0.0 |
| 31723 | 2020-12-24 | Randale H1 | 35 | 9.0 | 0.0 |
| 84795 | 2021-02-13 | My thoughts | 33 | 232.0 | 4.0 |
| 23581 | 2020-12-23 | Kabir Mishra | 33 | 0.0 | 0.0 |
| 74386 | 2020-12-31 | Sophia Cabaأ±ez | 32 | 9.0 | 0.0 |
| 52669 | 2020-12-27 | Overtube | 31 | 533.0 | 1.0 |
victim_dates = df_victim.groupby(['date']).agg({'text':'count', 'nlikes': 'sum', 'nreplies': 'sum'}).reset_index(
).rename(columns={'text':'ncomments'}).sort_values('ncomments', ascending=False)
victim_dates.head(15)
| date | ncomments | nlikes | nreplies | |
|---|---|---|---|---|
| 927 | 2020-12-27 | 12083 | 170767.0 | 535.0 |
| 926 | 2020-12-26 | 8873 | 167716.0 | 503.0 |
| 923 | 2020-12-23 | 7492 | 226500.0 | 1042.0 |
| 928 | 2020-12-28 | 7294 | 86257.0 | 335.0 |
| 924 | 2020-12-24 | 6835 | 231022.0 | 829.0 |
| 929 | 2020-12-29 | 5214 | 83053.0 | 431.0 |
| 930 | 2020-12-30 | 3958 | 69953.0 | 176.0 |
| 925 | 2020-12-25 | 3620 | 84398.0 | 330.0 |
| 931 | 2020-12-31 | 2277 | 42934.0 | 242.0 |
| 932 | 2021-01-01 | 1942 | 35672.0 | 269.0 |
| 933 | 2021-01-02 | 1433 | 21513.0 | 63.0 |
| 922 | 2020-12-22 | 1429 | 69531.0 | 266.0 |
| 934 | 2021-01-03 | 793 | 13240.0 | 89.0 |
| 600 | 2020-02-04 | 755 | 25683.0 | 560.0 |
| 935 | 2021-01-04 | 686 | 12952.0 | 146.0 |
helpers.bar_peaks(victim_dates[['date', 'ncomments']].head(8),
'"victim" Comments Peak Dates')
users_victim_set = set(df_victim.username) - {np.nan}
len(users_victim_set)
84566
# neg_users = neg_users | users_victim_set
df_victim.text.value_counts().head(60)
they won't believe you because you are a man she is not a victim 43370 they won't believe you because you are a man amber heard she is not a victim 1599 they won't believe you because you are a man she is not the victim 1343 she is not a victim 1110 they wont believe you because you are a man she is not a victim 1020 they won't believe you because your a man she is not a victim 1012 they won't believe you because you are a man she is not a victim! 929 they won't belive you because you are a man she is not a victim 423 they won't believe youbecause you are a man she is not a victim 395 they won't believe you because you are man she is not a victim 330 nobody will believe you because you are a man she is not a victim 185 they won't believe you because you are a manshe is not a victim 182 they won't believe you because you are a man she is not victim 166 they won't believe you because you are a man she is not a victim 164 they won't believe you because you are a man she is not a victim 156 they will not believe you because you are a man she is not a victim 148 they won't believe you because you are a man amber heard she is not a victim! 145 your lies have been revealed to us you are not a victim you are just a traitor and a scoundrel who made our dear johnny depp sick 137 they won't believe you because you a man she is not a victim 134 they won't believe you because you are not a man she is not a victim 109 she is not a victim! 108 they won't believe you because you are a man she is *not* a victim 99 they won't believe you cause you are a man she is not a victim 99 they won't believe you because you are a man she is not a victim!!! 97 your lies have been revealed to us you are not a victim you are just a traitor and a scoundrel who made our dear johnny depp sick #mapesara 97 they wont believe you because you are a man she is not the victim 95 the won't believe you because you are a man she is not a victim 90 they won't believe you because you are a man she is not a victim!! 83 they won't believe you because you are a man she is not a victim #justiceforjohnnydepp 82 not a victim 81 they won't believe you because you are a man she is not a victim #justiceforjohnny 76 they won't believe you because your a man she is not the victim 75 they wont believe you because your a man she is not a victim 75 they wont believe you because you are a man amber heard she is not a victim 72 she is not the victim 67 they won't believe you because you are a man amber heard is not a victim 63 they won't believe because you are a man she is not a victim 60 they won't believe you because you are a man she is not the victim! 59 she is not victim 56 they won't believe you because you are a men she is not a victim 56 they won't believe you because you are a man she is not a victim 53 they wont believe you because you are a man she is not a victim 53 they won't believe you because you are a man she in not a victim 51 they won't believe you because your are a man she is not a victim 49 they won't believe you because you are a man! she is not a victim 47 they wont belive you because you are a man she is not a victim 47 they won't believe you because you are a man amber heard she is not the victim 47 you are not a victim 42 they won't believe you because you are a man this woman is not a victim 42 they won't believe you because you are a man amber head she is not a victim 42 they won't believe you because your a man she is not a victim! 42 they won't believe you because you are a man! she is not a victim! 40 they wont believe you because you are a man she is not a victim! 39 they wont believe you because youre a man she is not a victim 39 they won't believe you you are a man she is not a victim 38 they won't believe you because your a man amber heard she is not a victim 38 they won't believe you because you are a man you are not a victim 37 they won't believe you because you are a man she is not a victim she is an abuser 37 ''they won't believe you because you are a man' she is not a victim 37 they won't believe you because your a man she is not a victim copy and paste!! 36 Name: text, dtype: int64
# Create a negative dataframe without 'victim' keyword --> to see more negative text variations
df_neg = df_neg_total[~df_neg_total.text.str.contains('victim')]
print(df_neg.shape)
df_neg.head(2)
(281433, 20)
| video_id | comment_etag | comment_id | text | username | author_ch_id | nlikes | p_dtime | u_dtime | nreplies | moderation_status | comment_reply | parent_id | author_ch_url | author_profile_image | year | date | month | dayofmonth | hour | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 39 | VPUUrdgxIa8 | N0IcnfXWAATmNc7PATmVsXq5-58 | UgycOQe20TUYIOyB5zR4AaABAg | whoa hold on there buddy are you saying that p... | lowdownshakinchill | UCCOdIP_feMgW00kp1fiE8fg | 0.0 | 2013-09-01 18:55:13+00:00 | 2013-09-01 18:55:13+00:00 | 0.0 | NaN | comment | none | none | none | 2013 | 2013-09-01 | Sep | 1 | 18 |
| 120 | VPUUrdgxIa8 | qorqkViON0Ig3VMl0EmlAvX5H3E | UgztIGiBkAiBgyO03rR4AaABAg | it was part of an idiotic series of comments w... | jsssm | UCv0UUMS3TZgn68PnWDWAVpw | 0.0 | 2013-08-15 22:56:15+00:00 | 2013-08-15 22:56:15+00:00 | 0.0 | NaN | comment | none | none | none | 2013 | 2013-08-15 | Aug | 15 | 22 |
users_neg_set = set(df_neg.username) - {np.nan}
len(users_neg_set)
155032
# neg_users = neg_users | users_neg_set
df_neg.text.value_counts().head(60)
exposed 753 amber turd 666 exposed!!! 517 abuser 217 disgusting 213 liar 212 bitch 186 https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2 158 gold digger 141 she is disgusting 141 fuck amber heard 131 shut up 124 what a bitch 88 exposed! 85 #amberturd 77 she is a narcissist 74 amber turd ًں’© 71 holy shit 68 shit 67 #fuckamberheard 64 she is a liar 63 #amberheardisanabuser 57 stupid 56 she should be in jail 56 she is a bitch 54 #justiceforjohnnydepp #amberheardisanabuser 53 amber heard is an abuser 50 amber is the abuser 47 bullshit 46 she is a gold digger 45 fuck amber 42 she is an abuser 41 narcissist 40 scamber turd 39 https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2?redirect=false 39 #justiceforjohnny #youtubesupportsabusers 38 #fireamberheard 37 she needs to go to jail 36 abuse 36 i hope she goes to jail 35 crazy bitch 34 fucking bitch 32 #justiceforjohnnydepp sign the petitiion for johnny deppًں’¥ we have created a petition on change ًں”¥ demamnding that johnny should be part of sherlock holmes 3 ًں”ژ please sign and share the petioin and show your support this is his great chance to be back on big screen again link: http://chngit/g6blxxwr8m 31 liar! 31 put her in jail 31 liar liar pants on fire 31 fuck off 30 exposed!! 29 #amberheardisaliar 29 amber turd! 28 to all people here star downvoting all access videos they are clearly taking the side of a domestic abuser we should not tolerated domestic abuse in any shape or form make this know too in their twitter feed do not let them profit from the defence of domestic abusers !!!!! 28 shes using the child to avoid jail and get support to be on aquaman 2!ًںک،ًںک،ًںک،ًںک،ًںک،ًںک،ًںک، 28 @johnny depp do not reply fake johnny scammer 27 go to hell 27 she is the abuser 27 #boycottamberheard 26 yeah her own brother tried to kill his wife and her sister was so abusive to her daughter that she moved in with her grandparents from her dead dads side because her grandparents on her moms side including her grandfather meghan father look all this up 26 shut the fuck up 26 fire amber heard 26 this is shit 25 Name: text, dtype: int64
df_neg.text.value_counts()[60:].head(60)
#youtubesupportsabusers 25 she should go to jail 24 amber bitch litterly ruined him and his career i mean prove after prove but that stupid uk court still find that bitch guilty but its never to late jhonny will do biggest comeback in the historyyy with rdj after sherlock holmes so stay positive yo because this fake feminist r everywhere and their arrsshhhlicker✜ï¸ڈ 24 a public letter to amber heard from real domestic violence survivers https://youtube/3dqld54iefe amberheard you dont represent men or woman of dv#justiceforjonnydeppâ¤â¤â¤â¤â¤â¤ 24 remove ah from aquaman 2 sign the petition at: https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2 18 million signatures and counting 24 she deserves it 24 amber turd lol 23 to all people here star downvoting all access videos they are clearly taking the side of a domestic abuser we should not tolerated domestic abuse in any shape or form make this know too in their twitter feed do not let them profit from the defence of domestic abusers !!!! 23 fuck you amber 23 are you saved friend? if you died tonight will you go to heaven or hell? god almighty the creator was manifest in the flesh he came into the world to take away the sin of the world he gave up his own life to save yours his sacrifice on the cross paid the price for your redemption with his own blood on the third day he rose from dead and offers the gift of salvation and forgiveness to those that repent and trust in him this is the gospel which means the good news john 1:1 310 kjv in the beginning was the word and the word was with god and the word was god [2] the same was in the beginning with god [3] all things were made by him; and without him was not any thing made that was made [10] he was in the world and the world was made by him and the world knew him not isaiah 44:6 kjv thus saith the lord the king of israel and his redeemer the lord of hosts; i am the first and i am the last; and beside me there is no god revelation 1:17 18 kjv and when i saw him i fell at his feet as dead and he laid his right hand upon me saying unto me fear not; i am the first and the last: [18] i am he that liveth and was dead; and behold i am alive for evermore amen; and have the keys of hell and of death ephesians 2:8 9 kjv for by grace are ye saved through faith; and that not of yourselves: it is the gift of god: [9] not of works lest any man should boast acts 4:12 kjv neither is there salvation in any other: for there is none other name under heaven given among men whereby we must be saved john 5:24 kjv verily verily i say unto you he that heareth my word and believeth on him that sent me hath everlasting life and shall not come into condemnation; but is passed from death unto life 1 john 5:13 kjv these things have i written unto you that believe on the name of the son of god; that ye may know that ye have eternal life and that ye may believe on the name of the son of god matthew 28:19 20 kjv go ye therefore and teach all nations baptizing them in the name of the father and of the son and of the holy ghost: [20] teaching them to observe all things whatsoever i have commanded you: and lo i am with you alway even unto the end of the world amen 23 abuser! 23 this bitch is crazy 22 @johnny depp scammer 22 they won't believe you because you are a man amber turd 22 fire her 21 looks like shit 21 fuck this bitch 20 amber heard charges $33k to give talks on domestic violence new line of how to for dummies instructional talks ruin the lives of people that were doing well until they met you and then use the media as tools of coercive control (special emphasis on tools) 20 looks shit 20 fuck that bitch 20 amber heard you are such a liar and a woman beater jd! jd: your whole life is a lie! jd's fans: oohhhhhhhhhh!!! amber heard: *cries in background with no tears coming out* me: stop it amber heard nobody needs your bs that's spreading faster than the covid 19 virus world wide ًںک…ًں¤£ًںک‚ 20 she is such a bitch 20 petition to remove amber heard from the next aquaman film http://chngit/jxvlthb9pd 2nd petition to revoke her title of ambassador of womens rights http://chngit/hpfgcc8t7f 20 amber is a liar 19 oh shit 19 http://chngit/6mkpvp5krm sign petition to remove amber turd from aquaman 2 http://chngit/ylgjqz2zdn 2nd petition to remove amber turd from loreal http://chngit/skt9pvzvsq 3rd petition to remove her title of ambassador of womens rights 19 you are a liar amber turd! justice for johnny! 19 please sign this petition to remove abuser heard from aquaman 2 over 400000 signatures so far! https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2?fbclid=iwar2kn9zpj azwunc96oivouhbytonesxogxv2wlytirfkghm_0paltjuyh8 19 she should be in prison 19 burn in hell 19 i would pay good money to see the face of crooked british judge nicol after the lapd police body cam footage was released having previously rejected the testimony of the 4 police officers under oath because they did not document the event at the time hope you made a lot of money from your friend and your son employer rupert murdoch owner of the sun newspaper and foxnews for your corrupt ruling against johnny depp as a wife beater mr newly retired judge ruling in favour of this dangerous narcissist pervert amber heard that is lying as she breathe 19 shut up amber 19 more like amber turd 18 fuck you amber heard 18 stupid song 18 i think the real reason elon wants ah and jd to bury the hatchet is because he doesn't want to be exposed for possibly being the one who left bruises on ah since jd was out of town shooting a movie when that happened plus elon already got caught lying about having an affair with her on twitter honestly i think his weird pronouns suck twitter is just a way to deflect and distract from the trial 18 amber is a bitch 18 amber shit 18 this stupid crazy woman should get to jail!!! for doing this to jonny! she just wanted the fame! she did not even gave tthe monney he gave her to charrity as she said she would! she is a liar! and even jonnyآ´s exes stood up for him! he never raised his hands against them! he is such a sweetheart! all her claims are fals!!! 17 amber's sister's former boss has today signed a sworn declaration stating that whitney told her she had to save johnny from amber pushing him down the stairs and that she said she thought amber was going to kill johnny https://wwwgooglecom/amp/s/wwwmirrorcouk/3am/celebrity news/amber heards sister thought was 22432412amp 17 amber heard is a liar 17 amber is an awful awful person she has several charges and allegations against her from previous relationships and she is a terrible human being in general the email for disrespect she has shown for many many things and many things she has mocked is disgusting she has so much privilege and she is absolutely a menace! thank you for listening to my ted talk 17 please help sign the petitions to remove amber heard from aquaman 2 https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2 https://wwwchangeorg/p/warnermedia fire amber heard from aquaman 2 and from l'oreal https://wwwchangeorg/p/l or%c3%a9al remove amber heard as l oreal spokesperson https://wwwchangeorg/p/l or%c3%a9al remove amber heard as l or%c3%a9al spokeperson and to investigate and charge her https://wwwchangeorg/p/federal bureau of investigation investigate and charge amber heard 17 shit movie 17 amber is a narcissist 17 disgusting human being 17 she is so disgusting 16 #justice for johnny prison for heard 16 hope she goes to jail 16 jail 16 golddigger 16 this is disgusting 16 she is such a liar 16 amber turd* 16 this is stupid 16 amber heard? more like amber turd 16 she deserves jail time 16 jonny depp's petition> http://orablyrocom/6k2d 16 bitches be crazy 16 don't forget to report the video for hate full and abusing content the more report the more it's slap this disgusting channel or even report the channel as well 15 Name: text, dtype: int64
df_neg.text.value_counts()[120:].head(60)
#amberheardisanabuser #justiceforjohnnydepp 15 #fuckamber 15 go to hell amber 15 objective analysis i have found; live abuse free lost beyond pluto debi doom thatumbrellaguy stevie j raw incrediblyaverage yellow flash spiritually empowered coaching ehacker come geek some entertainment and star wars 15 bitch! 15 amber heard is a bitch 15 she needs to be in jail 15 this case is going to be exemple for all men who suffer for abuse women we have to fight for men rights against domestic violence we are losing the freedom of communication!!! hope his team will be loyal until the end as rupert murdoch the owner of sun talkradio and many other newspapers and media companies he is a very influential and powerful man in europe maybe in america is well his position put him a predator and nowadays people do anything even kill their own family for money it is published by the news group newspapers division of news uk itself a wholly owned subsidiary of rupert murdoch's news corp since the sun on sunday was launched in february 2012 the paper has been a seven day operation judge andrew nicol's son robert palmer works @ talkradio uk talkradio employs dan wooton who wrote the article jonny deep sued for libel (sun and talkradio belong to rupert murdoch's news corp) judge andrew nicol controversial cases innocent judget guilty and after many years innocented by appel trial mr david sellu november 2013 justice nicol was the judge in the trial of consultant surgeon david sellu in november 2013 sellu was found guilty of gross negligence manslaughter following the death of a patient under his care he served 15 months imprisonment of a 30 month sentence[4] after release sellu's appeal against the conviction was successful in 2016[5] the grounds for success were that justice nicol had failed to instruct the jury properly with regard to the meaning of the charge[6] the jury had returned to court before reaching their verdict seeking further guidance which was not forthcoming from justice nicol[7] 15 this bitch 15 lying bitch 15 support new channel #publiclettertoamberheard from a real domestic violence survivorsamber heard does not represent us men and woman of dv#justiceforjonnydeppâ¤ï¸ڈâ¤ï¸ڈâ¤ï¸ڈ 14 she is a piece of shit 14 karma is a bitch 14 who wants to see a movie with the abuser of jd? no one! she literally destroyed an innocent person's career and life with false accusationsdon't want to see her on screen! 14 what a crazy bitch 14 this is a question of justice!!! and justice is not middle justice but justice for all human beings that sofers in the hands of narcissists and abusers this is seriously not a jocke like amber heard is doing to johnny deep leting her go away with this is a monstrosity!!! 14 the really annoying thing is that after ah loses these court cases she'll disappear for a little while then come back in a year or two all contrite and remorseful and be celebrated as a 'strong woman who 'made a mistake but was able to admit it and learn from it and come back better' and all the rest of that type of bullshit and no one will give a f@*k about how she physically abused jd shat in his bed and tried to destroy his career great to live in the time of sound bites and blip verts 14 please sign the petition to remove amber heard from aquaman 2: http://chngit/4rmtchbtjs 13 remove amber heard 13 everyone is on his side his ex wife girlfriends friends even amber's own parents and sister have sided with him all evidence points to amber all comments have full proof of how she is ruined his career and how she is the abuser everyone calling her an abuser coz apparently she put one of her exes in hostipital and beat up her sister and now most of jonny's exes are standing with him and most of amber's exes are standing against her doesn't look good for her all this i'm still pissed that they have ruined johnnys carres how he may not veen star in pirates of caribean how they have insteantly sacked him after accusations against him and yet when therws full proof that amber is the abuser she still has her job johnny's litterally the sweetest guy ever when he was coming out of court ppl were cheering him on and giving him flowers and he was taking the flowers and kissing the fans not long ago he dressed up as jack sparrow for a children's hospital and spent 4 hours there with the sick kids even his ex wife who knew each other for 25 years spoke out and defended him he litterally cried in an interview about his daughter being ill and how it was dark times for him alot of the media and ppl against him are using his alcoholic issue as a target which isn't fair the day that the video that amber took of him shouting and throwing shit was intact the very week his mother had just died ms he had discovered some ppl who work for him conned him out of millions of dollars and betrayed him amber litterally used him she videoed him in distress after loading millions and his own mom all in one week she used that distressed and anger to frame him it was the perfect plan now if she wins she can get millions off of him and has stolen his career and good name there's even a recording of them fighting where she says no one will believe you i'm going to use makeup on my face and post it over social media to look liek u have bruised me not exact words but that's defiantly along the lines what she said in another recording he said he accidentally scraped her toes on the door when he was tryna walk away from an argument and apologized then he bent down to pick something up and she fucking slammed the door on his head also the worst part she freaking cut his fucking finger off and had to go to hospital to get it re attached and in an interview he was described as traumatized from the insident i love how the only thing they have against jonny is him accidently scraping her toes and throwing her phone across the room when he found her she was videoing him in distress and yet what they have against her is years of abusive relationships recordings of her manipulating him videos of interviews where she litterally controlling his every move her actually fucking cutting off his finger and slamming the door in his face and yet they have the audacity to ruin this sweet mans career??? the entire and i mean the entire media is on his side they all defending him and making very clear points on how shes the abuser 13 #justiceforjohnnydepp #fireamberheard 13 amber turd ًںک‚ 13 i will stake my own life on this statement that lady amber is a bonafide sociopath through & through everything i've seen and heard about her which i've now sat and watched hours of today i've seen a mirror likeness of before she is cold calculating methodical! bitterness & resentment governs her every action and emotion johnny depp was/is in the fight of his life to escape her clutches and i fully believe one of the comments he made when he said he was scared to death and didn't know what to do he said it because he realized he fell in love with pure evil and the only escape he had would be a never ending nightmare which he's been living now for years!! he knew it and i assure you he foresaw the outcome he now fights with we have not heard the last of amber heard if we could ever a fly on the wall or secretly record what her own sister has to say about her that is where we'd find the real truth her family knows what she is and what she is capable of but say nothing b/c they are trapped in her web too! i again stake my life on that fact! here is the absolute truth about what happens when your sociopath partner knows you've figured them out you become their purest enemy & nothing is held back for them to destroy everything they can about you! and i mean everything lucky for johnny it only took him a year of marriage to figure it out and get the fock out! i bet he knows he'll be picking up the pieces of this unholy terror for a long long time to come! 13 that bitch 13 fuck her 12 she knows she knows oh i oh i i i well alright oh i oh i i i well alright damned if i do damned if i don't you know i got a girl back home you got a man what you want what you want what these bitches want from a nigga on some dmx shit i know them other niggas love tricking on some bmx shit but not me now i'm sure you done heard about me a black star mos def kweli good southern bad hoes try me they try me this is martin luther king in the club getting dubs with a bad bitch in his ear sayin' she down for whatever in the back of his mind is coretta she knows she knows and i know she knows and i know she knows and deep down she knows she knows and i know she knows and i know she knows well alright oh i oh i i i i can't be what you want from me well alright oh i oh i i i i can't be what you want from me well alright damned if i do damned if i don't i'm passing up on bad hoes trying to be the man that she want what she want what she want from a nigga to put a ring on it got a bitch on my dick right now and she just want to sing on it got me up so high trying to get a piece of that apple pie i be up so high trying to get a piece of that apple pie dancehall vibes with my pants on fire 'cause i told her i was sleeping 'cause i creep with this pretty young thing that i chose that she could be doing the same thing i suppose she knows she knows and i know she knows and i know she knows and deep down she knows she knows and i know she knows and i know she knows well alright oh i oh i i i i can't be what you want from me well alright oh i oh i i i i can't be what you want from me well alright my niggas say turn up hoes say turn up only bad thing about a star is they burn up niggas say turn up hoes say turn up only bad thing about a star is they burn up rest in peace to aaliyah rest in peace to left eye michael jackson i'll see ya just as soon as i die got me up so high trying to get a piece of that apple pie i be up so high trying to get a piece of that apple pie got me up so high trying to get a piece of that apple pie i be up so high trying to get a piece of that apple pie well alright oh i oh i i i i can't be what you want from me well alright oh i oh i i i i can't be what you want from me well alright 12 ambitch 12 amber heard more like amber turd 12 i've been in a relationship with someone this toxic i will never forget when my ex (year long relationship) accused me of cheating when i'd didn't at 24 years old i was working every day and night to pay the bills and was getting 3 hours of sleep every night from working 3 jobs she was going to school and living off of my income i got tired of it and i said if you are going to falsely accuse me of always cheating than i might as well do it anyways she pulled a knife on me in my own kitchen and told me i wouldn't live to tell the story she even asked me even if i was to stab you in 'self defense' who do you think the cops would believe you as a man or me? she even started fake crying with a knife pointed at my stomach while i was doing dishes and started talking to me as if she was speaking to cops afterwards saying things in a sobbing voice like he was coming at me and i didn't know what to do i then planned my escape that weekend afterwards and moved out bought a gun (carry it on me 24/7) and have never looked back but all i remember thinking all the time is there's women out there who are this crazy abusive and hide that they think this way they will hurt or threaten anyone to get what they want still to this day my current wife tells me i have issues trusting people (like friends and family) we even reflected and it took me about a year or two to properly fall asleep overnight in the same bed together since we've started i always tell her you would too after what i've dealt with 12 she is a pathological liar 12 shes disgusting 12 remove amber heard people (myself included) won't watch it because of her and that will be a shame for the other actors 12 support #publiclettertoamberheard from a real domestic violence survivorsamber heard does not represent us men and woman of dv#justiceforjonnydeppâ¤ï¸ڈâ¤ï¸ڈâ¤ï¸ڈ 12 amber heard should be in jail 12 like bill burr said a hall of fame of gold digger if she was true then her twitter and instagram comments sanctions wouldn't be off 12 clown 12 because she is a woman 12 holy shit! 12 i hate this bitch 12 please help sign this petition to remove amber heard from aquaman 2 https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2 12 no shit 12 ¼ï¸ڈ¼ï¸ڈplease sign the petition to remove amber heard from aquaman 2¼ï¸ڈ¼ï¸ڈ¼ï¸ڈ https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2?utm_content=cl_sharecopy_14451136_en us%3av3&recruited_by_id=ea19f730 3700 11eb a503 4b8bef237d38&utm_source=share_petition&utm_medium=copylink&utm_campaign=psf_combo_share_initial&utm_term=psf_combo_share_initial 12 ah exposing the true nature of women ًں–¤ 12 jd is in his mid 50's a family guy with successful long term relationships with no history of violence domestic abusers have a history she has a history of it not him he has a strong sense of self that makes him incapable of it in my opinion she is clearly the agresser here 12 evil bitch 12 stupid bitch 12 amber heard is the abuser 12 disgusting! 11 burn 11 domestic abuser 11 stupid movie 11 she is a bad liar 11 amber bitch 11 deep kills river phoenix 11 hope his team will be loyal until the end as rupert murdoch owner of sun talkradio and many other newspapers he is a very influential and powerful man in europe maybe in america is well nowadays people do anything even kill their own family for money it is published by the news group newspapers division of news uk itself a wholly owned subsidiary of rupert murdoch's news corp since the sun on sunday was launched in february 2012 the paper has been a seven day operation judge andrew nicol's son robert palmer works @ talkradio uk talkradio employs dan wooton who wrote the article jonny deep sued for libel (sun and talkradio belong to rupert murdoch's news corp) judge andrew nicol controversial cases innocent judget guilty and after many years innocented by appel trial mr david sellu november 2013 justice nicol was the judge in the trial of consultant surgeon david sellu in november 2013 sellu was found guilty of gross negligence manslaughter following the death of a patient under his care he served 15 months imprisonment of a 30 month sentence[4] after release sellu's appeal against the conviction was successful in 2016[5] the grounds for success were that justice nicol had failed to instruct the jury properly with regard to the meaning of the charge[6] the jury had returned to court before reaching their verdict seeking further guidance which was not forthcoming from justice nicol[7] 11 liar turd 11 petition to remove amber heard from aquaman 2 http://chngit/6mkpvp5krm 2nd petition to revoke her title of ambassador of womens rights http://chngit/tj9zqwts9c 11 what a bitch! 11 liar!!! 11 amber heard is an abuser! 11 Name: text, dtype: int64
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she belongs in jail 11 exposed!!!! 11 go to jail 11 thanks must be given to the sun for ensuring the entire world knows the truth and integrity of johnny depp and ensuring that her future case is now doomed along with her reputation and entire career oh and her future stay in prison for perjury extortion blackmail domestic violence plotting and conspiring with friends to stab him fabrication of evidence falsifying documents to us homeland security us immigration and australian government ps please go to change org to sign and share petition against ah being in aqua man ii it's the least we can do 11 amber did abuse here other ex partner also so ther is proof she needs to be put down and depp needs to get back in pirats and fantastic beast 11 isn't it ironic when it was tapes of her admitting to abuse the media was silentbut when johnny sends a couple texts that are followed with a text admitting he would never hurt amber and he's just under the influenceits all over the media? definite agenda here i see what you are doing mediayou sexist tools!! 11 amber heard is disgusting 10 i wont be watching aquaman 2 as amber heard is not fired from the cast mr depp lost his part in fantastic beast and his role as the jack sparrow because amber heard falsely accused him there are mountains of evidence pointing towards amber heard yet she lost nothing i wont be watching aquaman 2 i hope you guys will sign petitions or protest by not watching it too #cancelamberheard #justicforjhonny 10 bed shitter 10 thanks to the sun for ensuring the entire world knows the truth and integrity of johnny depp and ensuring that her future case is now doomed along with her reputation and entire career oh and her future stay in prison for perjury extortion blackmail domestic violence plotting and conspiring with friends to stab/kill him fabrication of evidence falsifying documents to us homeland security us immigration and australian government ps please go to change org to sign and share petition against ah being in aquaman 2 it's the least we can do 10 she is disgusting! 10 sign the petition to remove amber heard from aquaman 2 changeorg https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2 10 piece of shit 10 fuck amber heard all my homies hate amber heard 10 objective analysis i have found; live abuse free (therapist) lost beyond pluto (lawyer) debi doom (lawyer) thatumbrellaguy stevie j raw incrediblyaverage yellow flash spiritually empowered coaching ehacker come geek some entertainment and star wars 10 shitty movie 10 she abused him 10 play stupid games win stupid prizes 10 expose 10 i will never watch a movie with amber heard i won't support an abuser and a liar #justiceforjohnnydepp #johnnydeppisinnocent 10 http://chngit/9zdwzmfwjk heres the petition 10 abuser turd 10 fire amber 10 bull shit 10 thanks for the comments love and support may god continue to bless you some more and you can always text me on my private tour mail or burner cell number: echurch522@gmailcom +1 (770) 852 5981 10 i will never watch a movie with amber heard i won't support an abuser and a liar #justiceforjohnnydepp 10 the entire point of life: jesus did not come to be served but to serve mathew 20: 28 we are no different this entire life is a representation of the spiritual warfare going on good vs evil god isn't a flying man in the sky but the actual representation of love hope joy peace light etc not metaphor but literally like an extra demintional wavelength of thought emotions and intent the devil is the opposite wavelength pain fear hate anger darkness etc human life is serving one of these two not a man in the sky actual sentient collective universal love however humans are primatives we make mistakes it's in our nature since the fall to go down the wrong path this means at some time each one of us has served darkness to some degree god understands our limited understanding of our own actions so he gave us forgiveness though sacrificing himself in human form as jesus christ it is our duty to accept that sacrifice get the forgiveness and be better helping others be better and spreading this wavelength of love hope joy peace light etc thoughout the universe but god had to make a way for us to get to this place spiritually this is why evidence is not allowed evidence will make you believe using the fear of absolute punishment to change your behavior but that won't make you better just scared faith makes you better it is what redeemes us not our works faith is the hope that things get better that justice always prevails that we are at least loved by our creator but it has to be faith in jesus because of his sacrifice and there can't be evidence to point us to him because love had to be fair if there were a code in our dna what about everyone born before genetic sequencing? if there were a book with the solar system thosands of years ago what would stop an evil person from hiding/destroying it? if it were something you had to go to what about the geographically isolated imprisoned or enslaved if it were a train of logic what about the uneducated or mentally slow? not to mention all the people born before schools love cannot give to one without giving to the other so the key to salvation had to be something everyone has access to the only thing is faith this is why god puts it upon your heart to learn about these things even if it's only to criticize or hate god is everywhere because love is everywhere and so is the devil because hate is everywhere they are in your head all the time regardless of weather or not you accept that they whisper inside your heart giving you ideas but more than that they are inside everyone's heart this is how they get things done they corrordanate us like pieces on a chess board the only difference is we get to chose who's side we are playing for at the end of our life we go to that team's home base heaven or hell a place where all that exists is those wavelengths hate pain anger fear darkness; or love hope joy peace pleasure light the choice is yours to make but you cannot go to heaven with hate in your heart you must forgive repent and spread joy for those around you these are sentient eternal controlling forces in our universe heaven and hell are very real places i've seen them those steps prime your soul for a meeting with god very literally once you've done all four in that order you get divine revelation with all the evidence you'll ever need they are forgive your parents brake down before jesus ask for forgiveness and read the bible step four takes three books to get the revelation i recommend genesis mathew and then either luke psalms or proverbs the order of the steps is important step 1 has to come before step 3 i can state that for an absolute certainty that these steps always work please take your salvation seriously see for yourself do those steps jesus christ is lord it's all true 10 for anyone wondering about the petition here it is: https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2 10 her insta post is pr to boost her public image all i read is she is excited to share this news but it seems to be about: i decided i wanted my terms i now appreciate i hope a part of me wants i also get that the nature of my job compels me to take control of this(wtf this??? it's a baby not a prop you fricken moron) she is the beginning of the rest of my life(another wtf for the next 20 years its our lives not yours) i i i me me me see a pattern? i truly hope this baby gets love and won't be abused as it appears that amber does to everyone she has close contact with 10 absolutely disgusting 10 amber can go to hell 10 amber is the abuser not johnny 9 what a shit movie 9 abuser!! 9 she needs to be fired 9 changeorg/p/dc entertainment remove amber heard from aquaman 2 9 fuck amber heard! 9 she deserves jail 9 https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2?recruiter=1213486670&utm_source=share_petition&utm_medium=copylink&utm_campaign=share_petition&utm_term=share_petition 9 she should be jailed 9 abuser!!! 9 wtf is this shit 9 this woman is disgusting 9 their counselor confirmed amberت»s a narcissistic sociopath 9 gold digger! 9 dc is shit 9 http://chngit/9zdwzmfwjk petition link 9 http://chngit/dxffxqpdbr link for the petition to kick this bitch out of aquaman 2 lets do what she did to depp 9 she deserves to be in prison 9 shut up abuser 9 amber is disgusting 9 amber turd is a horrible human being 9 she abused johnny depp 9 disgusting person 9 she is batshit crazy 9 shes a liar 9 amber the abuser 9 my homer is not a communist he may be a liar a pig an idiot a communist”but he is not a porn star! abe simpson 9 good shit 9 please sign jonny depp's new petitionlets bring him back http://toolustscom/24328775/jonny depps and amber new petition 9 Name: text, dtype: int64
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amber heard is a lair and manipulator!!! she should be fired from aquaman 2!! 9 amber liar 9 amber heard is a piece of shit 9 #boycottgully#amberheardisliar#domesticabuse#narcissisticabuse #justiceforjohnnydepp 9 a public letter to amber heard from real domestic violence survivors https://youtube/3dqld54iefe amber heard you don't represent men or woman of dv#justiceforjonnydeppâ¤ï¸ڈâ¤ï¸ڈâ¤ï¸ڈâ¤ï¸ڈ 8 psycho bitch 8 you are an abuser 8 just signed the petition 8 i signed the petition 8 she has bpd many therapists and pychologists have even even done videos to this she is classic borderline she is needy and insecure and has mood swings based on how she grew up and was raised and he core stems from fear rejection abandonment and has issues with emotional deregulation and was never given skills to know how to express herself she needs help but she is a true borderline understand the core content of a borderline is nothing like someone's with narc traits at all she clings to him and she needs him to not leave her in the middle of fights and she needs him to talk to her or she gets anxiety those are borderline issues steming from her fear of him leaving her in an argument so she doesn't know how to emotionally react properly and it triggers her fears she is a borderline not a narcissist even though traits overlap her core content is fully anxieties fear depression and anger cuz shes insecure and fearful and scared a lot and depp has narc traits that's why there are this way together 8 scammer 8 a narcissist 8 time to #cancelamberheard #johnnydeppdeservesjustice i can't believe @wbfired jd over lies yet kept abuser @amberheard & promote her yet evidence is against her she abused & lied #fireamberheard fair is fair @warnerbros shame on u @aclu @elonmusk #boycottgully & #aquaman2 8 boycott amber turd 8 amber heard is a narcissist 8 amber heard is a gold digger 8 johnny : i ddnt hit her its not true its bullshit i ddnt hit her i did not oh hi mark same case (tommy wiseau/james franco the disaster artist) 8 stupid amber 8 she is a domestic abuser 8 she deserves prison 8 jail her 8 i urge everyone who loves johnny not to go to the premiere of the film! russia won't even give you $ 1 no one in our country will go to see this movie everyone here voted against amber heard you will be left without money remove amber from the movie we love johnny depp we are not going to the premiere!!! 8 #ambertheabuser 8 i love your caring for the community and people out there going through a hard time and i really appreciate your spot on and thorough videos dissecting the horrific jd v/s ah case and exposing ah as a liar and an abuser 8 shut up and take my money 8 this is bullshit 8 boycott aquaman 2! #no offense meant jason # bec of amber turd # rotten being # justice for johnny 8 she needs to go to prison 8 amber heard is a disgusting human being 8 omg! bs he's just hiding that he's totally fucked up right now like he always is! he's a fucking raging alcoholic n u ppl think it's so 'cute'such a funny character n that''s how he gets away w/it it's not amber's fault the studio's are on the outs w/him alone! the studio's are fed up w/him showing up late on set then drunk too! nor that his finances are in the shithole bc he spends like a madman etc!!! they are not surprised about the charges! he was fine when he was younger he does have a serious serious drug/alcohol prob and u all don't even see it! 8 cgi is shit 8 let me know what you think! ًں’• don't forget to like & subscribe! ًں’• âک†other platformsâک† ¢odyssey: https://tco/ywkf2d2app?amp=1 ¢rumble: https://referralrumblecom/dszvtp5hnxylxql89 ¢backup channel: https://wwwyoutubecom/channel/uct4dtz67qo3xwqsimqjrnja ¢bitchute channel: https://wwwbitchutecom/channel/a3wbpaazrkwn/ âک†support the channelâک† ¢become a member today!! https://wwwyoutubecom/channel/uc8agq7bm x4tegcvqonvnpw/join ¢if you want to support my channel please check out my patreon and subscribe star below: ¢patreon: https://wwwpatreoncom/user?u=21542407 ¢subscribe star: https://wwwsubscribestarcom/nerdettesnewsstand 8 4 petitions on change org: https://wwwchangeorg/p/american civil liberties union aclu revoke your title of ambassador for women s rights from amber heard https://wwwchangeorg/p/united nations development programme remove dishonorable amber heard from 9th annual social good summit 2018 https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2 https://wwwchangeorg/p/l or%c3%a9al remove amber heard as l or%c3%a9al spokeperson 8 amber turd 'nuff said 8 she should be fired 8 you guys really need to do the music video of the band/ five finger death punch and the song is called wrong side of heaven i think every american should watch this video !!!!!! this will get to you #help the troops 8 she is absolutely disgusting 8 what a disgusting person 8 she deserves to be in jail 8 https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2?recruiter=1213486670&utm_source=share_petition&utm_medium=copylink&utm_campaign=share_petition 8 no shit sherlock 8 she is bat shit crazy 8 shes a narcissist 8 amber files for divorce 2 days after johnny depps mother died!!! gold digger!!! will never watch her movies !!! she ripped his finger off!!! 8 she is a terrible liar 8 she needs to go to to jail 8 looks stupid 8 so stupid 8 i hope you put the same energy for those actors who have been proved to rape and violent women (who after all these years are still out there making movies/songs) disgusting pigs 8 #justiceforjohnny!!!!! please help sign the petitions to remove amber heard from aquaman 2 https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2 https://wwwchangeorg/p/warnermedia fire amber heard from aquaman 2 and from l'oreal https://wwwchangeorg/p/l or%c3%a9al remove amber heard as l oreal spokesperson https://wwwchangeorg/p/l or%c3%a9al remove amber heard as l or%c3%a9al spokeperson and to investigate and charge her https://wwwchangeorg/p/federal bureau of investigation investigate and charge amber heard 8 she is a narcissist! 8 please sign this petition!! johnny has been asked to resign from wb fantastic beasts!! i know it may not seem like it right now but our voices do matter the truth does matter! please show your support!! sign this petition and share share share its about doing the smallest thing to make a difference http://chngit/fwcbqqz5 8 scamber turd! 8 scamber turd ًں’© 7 the claim to have donated the money is the reason people bought her lies basically she can't be a lying manipulative gold digger since she gave away the entire divorce settlementso in a way the lie makes it worse 7 batman got bitch slapped 7 https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2?recruited_by_id=fb12f490 244c 11eb 9f12 4d18c74b7bc0&utm_source=share_petition&utm_medium=copylink&utm_campaign=psf_combo_share_initial 7 #justiceforjohnnydepp #amberheardisaliar 7 21052016 ر‚he guards of the actor jerry judge and sean belt said that they were in the hallway of the star couple's house when they heard amber heard screaming: stop hitting me just a second later they were at the scene and saw johnny depp in the kitchen and his wife on the couch in the living room there were at least seven meters between them the bodyguards also emphasize that during the fifteen months of marriage it was heard who most often initiated conflicts it was she who threw various objects including bottles at her husband in anger and sometimes they had to drag her away from depp by force the owners of their house on broadway claimed that amber had no signs of violence two days after the incident and they even complimented her that she looked good she was not wearing makeup and there were no signs of violence the lawyer who lives in this building said that two concierge said there were no signs of violence one saw her on may 23 2016 the other on may 25 2016 moreover on may 22 2016 amber was at a party with her friend amanda de cadenet smiling and taking pictures with the guests: needless to say this photo posted by one of the guests in insta was deleted the next day 7 what a disgusting human being 7 Name: text, dtype: int64
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#devilwoman #jailamber #queenofstupid #freetheinnocent #justiceforjohnny 7 what a shit 7 pathological liar 7 the judge ruled johnny depp assaulted amber heard on 12 different occasions and put her in actual fear for her very life on 3 different occasions in a court of law he is considered a wife beater and the sun is perfectly in the right to call him so our dude is greasy he needs to take a gd shower and go to rehab before he dies from $30k a month worth of wine pills ecstacy and cocaine he seems awkward in public because he's intoxicated drugged and drunk to the very extent to which the human body can withstand you'd be awkward too if you had been awake 3 days snorting powder pills wine 2 bottles of champers on the plane probably the same plane he admits to attempting to playfully tap kick amber on the ass during an argument as she was walking away can you imagine if your husband tried to kick you during an argument as you were walking away?! the witnesses to the event said that amber continued to walk off crying if that was me i would have wrecked that entire plane into the ground to get to his wasted ass if my husband was as disrespctful of me his life partner as jd was of his wife and life partner ah all these jd ass kissing videos with lies about amber and the case clickbait that i've watched never bring up the fact that amber only started recording the things he did because the next day when she had to tell him what he did and said and how much it sucked for her when he was black out wasted he couldn't remember anything! there's probably a reason jd couldn't get vanessa to marry him he's a disaster a walking drug overdose the last person that can be a good husband ladies that have been in a marriage with someone that was constantly drunk and drugged was it a decent marriage? was he a decent competent husband or was he very sick toxic to his marriage and to you and need psychiatric care? did you feel more like a babysitter than a wife? jd needs to go straight from the courtroom to his room in a rehab in my opinion and i'm sure many psychiatrist's opinions are well smfh$30k a month on 'wine' btw to deny to himself how big a problem he has he claims the wines he buys are investments his accountants counter that it's not an investment if you drink it as soon as you buy it ًں¤¦ًںڈ»چ♀ï¸ڈ he's really gone downhill i know he was always a drug addict and an alcoholic but now that he's 60 it's really starting to show i don't think he's gonna live much longer abusing drugs and alcohol to the extent he doeshe's pushing 60 partying like a 24 year old shame huge shame he is one of my favorite actors and i don't believe in enabling and letting people remain in denial about their substance abuse disorder until it kills them why doesn't vanessa and or his daughter and son stage an intervention for their father or the father of their children??! will he rough them up too if they said something like what he did to a when she tried to intervene? ignoring this will not make this go away but it will make him go away forever this is how people die he needs to address this issue his family needs to take him for a 9 month in patient stay at betty ford no more going to the bahamas to his private island to dry out he needs to be in an actual rehab that uses intensive therapy all day and mental health medication therefore he has to have doctors and he needs to stay inpatient for at least 6 to 9 months no jumping over the fence after less than a day and going home and doing an huge shot to the arm and then a shot in the head like kurt we've seen this happen to all of our heroes we cant let it happen again to jd! 7 fuck amber turd 7 if a man beats while being verbally abusive towards his wife she can kill him and call it self defense! it's happened more than you think he's called a monster and he's got what was coming nobody misses sleep over it but if a woman is abusive in more ways than one meaning physically damage and property damage he can not make threatening remarks about killing her while in the moment of abuse? or he's labelled that of the abusive bad guy by men and woman wow when did assault on women become greater than actually assaulting a human individual? please woman are the reason for this and why its the normal to not hit a woman or else but nobody ever says shit when females abuse children! why is that? if the out look is that men or stronger wouldn't be the same level of harm for a mother and child 7 shes a bitch 7 abuser heard 7 bitch is crazy 7 johnny and amber are both violent people johnny depp was sued for attacking a locations manager on a film set https://varietycom/2018/biz/news/johnny depp location manager 1202868748/amp/ ellen barkin claims depp threw a wine bottle across a hotel room during a fight https://wwwdnaindiacom/hollywood/report never abused amber heard or any other woman in my life johnny depp tells uk court 2831387/amp johnny depp assaulted a man in canada in the 80's who asked a group of people to leave a party at a hotel https://wwwupicom/archives/1989/03/10/depp stuck/6813605509200/ johnny depp was arrested for threatening people in london in 1999 http://newsbbccouk/1/hi/uk/269156stm johnny depp sued by his bodyguards for being violent toward them and forcing them to transport narcotics for him a recording in july 2016 can hear depp saying to amber: i headbutted you in the forehead that doesn't break a nose 7 #removeamberheardformaquaman2 7 this looks like shit 7 https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2 sign the petition for remove her from aquaman 2 because she not worth at all stay strong jhony justice for u 7 liars 7 what a fucking bitch 7 amber turd!!! 7 she was the abuser 7 why isn't she in jail? 7 get katie mcgrath to be mera as soon as possible she is very familiar with dc character 7 let's drown her before we burn her johnny depp 7 summed up in one word she is a narcissist it's his fault and his responsibility to control her behavior yet she leads women movements accountability is never in her court she is so delusional she thought by recording these conversations it would vindicate her behavior this is how people like this justify their life decisions she is sick obviously prior to this relationship and is forcing him to be responsible for healing her although he's an actor not a therapist i feel bad for this guy this happens all too often cause these women have lived a larger part of their lives in situations where they escape accountability constantly women like this destroy everything and i'm not just talking about empires or careers they destroy entire people both mentally and socially and where is the bloodthirsty media now? i'll tell you where it doesn't fit into the current race war/men are toxic narrative they've been busy pushing meanwhile behind closed doors sick women are taking full advantage of the situation by enslaving and destroying entire lives when women are dealt a bad hand they are much more likely to regain their footing because that's how our societies system is set up this is not true for men it's 5 times harder for men to regain their lives in this climate and that doesn't even reflect the mental damage that's been done 7 good she deserves it 7 amber turdًں’© 7 shit film 7 she is going to jail 7 details on amber heard's domestic abuse arrest revealed https://wwwyoutubecom/watch?v=81mnraxlbee as many of you might know by now amber heard has a reported history of domestic violence including a time when she was arrested for allegedly assaulting her ex wife tasya van ree at seattle tacoma international airport in 2009 now the details of the incident are finally getting attention in the media 7 throw her in jail 7 sorry for all the other actors in this film but unliked this due to amber heard she is a fraud liar and a fake person due to her lies she is hurting the plea of women that are really being abused 7 she needs jail time 7 what a liar 7 bullshit! 7 such a bitch 7 amber heard is a domestic abuser 7 amber heard is an abuser no thanks hollywoke 7 now no ones gonna watch her shameless and cheapest gold digger ever seen hey film industries directors producers don't waste your money in making a film with her because no ones gonna watch it she doesn't ever deserve our hatred she is just nothing we all support johnny we all love you johnny !!!!! 7 @ christina taft oh shut up 7 she is a complete narcissist 7 its not real he isnt in jail this guys is making shit up and saying hes in jail 7 liar liar liar 7 *amber turd 7 #justiceforjohnny #amberheardisanabuser #amberheardisaliar 7 she is bitch 7 the other side of the evidence (that depp might be at least partially guilty) a recording in july 2016 can hear depp saying to amber: i headbutted you in the forehead that doesn't break a nose johnny's security guard jerry judge could be heard on the five hour recording taken in the house in australia saying that he saw cuts on ms heard's armsand amber had permanent scars on her arms johnny said in a text that his severed finger came from him throwing a bottle but now says it was amber there is a tape of johnny's witness saying that they were pressured to give evidence for him a nurse who saw amber just after she said that johnny had attacked her noted that she had bleeding to her lip make up artist melanie inglessis said she helped amber cover up bruises and marks before the james cordon show ambers neighbor says she saw her with injuries the night the police were called raquel pennington told him mr depp had 'shoved her' and he 'got angry' and went and 'banged on the door' of another apartment before going back to his own joshua drew said to johnny's bodyguard something like 'he beat the shit out of her again and you guys stood by and watched it' and he responded it's not his business they are husband and wife smack the ugly cunt around ellen barkin claims depp threw a wine bottle across a hotel room during a fight with friends depp man in canada in the 80's who asked a group of people to leave a party at a hotel and was arrested for threatening the people in london in 1999 threatened johnny's manager texted amber manager when i told him he kicked you he cried it was disgusting and he knows it screen shots of staff supported amber and said she was kicked hit and crying but they were too afraid to witness screenshots آ https://drivegooglecom/open?id=1gy4pw8yopvsy3t2vzs_zqp_9_ fmywieآ andآ https://wwwyoutubecom/watch?v=u2qfcfd 5c8 7 holy st amber has a borderline personality disorder i was married to a super beautiful woman just like amber just brown colombian for 8 years and it was 8 years of hell (we have 2 kids together so i had to put in the time) my ex wife got looked up in the looney bin for 2 weeks where the psychiatrist told me she offers from borderline personality disorder and what jonny is saying he went through it's clear as crystal that amber has bpd my wife was very fiscally and verbally abusive against me and everything wrong in the world was my fault all the time she was either super happy and smiling making the world fall in love with her and did switch to the worst bitch ever for the smallest thing it was hell! 7 amber heard in aquaman rumours of amber heard being fired from the aquaman franchise have emerged again but they are reportedly not true several reports of amber heard being fired from aquaman 2 have emerged online leading the actress to trend on social media the reports have been debunked by the hollywood reporter staff writer ryan parker who took to social media to state he's been told by a reliable source that the reports of heard's alleged firing are inaccurate following the emergence of the reports on sunday parker tweeted told by a reliable source that reports of amber heard being fired off aquaman 2' are inaccurate told by a reliable source that reports of amber heard being fired off 'aquaman 2' are inaccurate” ryan parker (@theryanparker) february 28 2021 amber heard strongly reacts to 'paid campaign' for her removal from aquaman 2 johnny depp wants defamation trial against amber heard postponed as it clashes with 'fantastic beasts 3' shoot this is not the first time rumours of the actress being fired have spread seemingly stemming from her public legal battle with ex husband johnny depp both depp and heard have contested the other was physically and verbally abusive during their relationship depp has already been fired from warner bros' fantastic beasts franchise which also caused some to wonder why heard wasn't receiving the same fate reported heard plays xebellian princess mera in the dceu ever since her first appearance in 2017's justice league she went on to have a prominent role in 2018's aquaman and will reprise the part next month for zack snyder's justice league 7 god is good all the time is good please repent god is coming repent god is coming god loves you and he cares about you and he does not want you to go to hell i do not want you to go to hell he loves you so much repent and ask for forgiveness god is coming rapture is coming jesus is coming jesus came as a lamb 2000 years ago to die on the cross of calvary for our sins now he will come as a lion and he will take his people and he will leave the unbelievers disobey as i did not obey his laws but not obey his word he will leave them and they will suffer the apocalypse please do not worship satan do not listen to satan's whispers do not listen if your flesh and satan is telling you oh you should say oh you should do this ignore it ignore it you should not allow satan to take over your life please surrender and give your life to jesus christ god loves you and wants the best for you please pray for forgiveness and repent i recommend you to watch lion of judah this youtube channel will inspire you to strengthen your life with jesus you to put your faith love and trust into jesus not for what he will bless you and not for what he will give you not for what benefit you but you love him for him just as he loves you for you he did on the cross and rose from the dead 3 days later for you didn't have to be nailed but he chose to be nailed for you and even before before the apocalypse come he was an angels he will send his profits to preach the word of god that's how much god wants you to saved he wants you to be safe so much that he took the extra measure to die on the cross for our sins and he also took the extra measure to make sure before he comes he will send prophet and angel still preached the word and show miracles do incredible miracles because it says in revelation and anybody that will insult will do bad things fire will come out of their mouth and devour them please god loves you he does not want you to suffer the apocalypse he said he will not make it rain fire nor will he make the world flood please listen to him listen to god not satan listen to god not satan listen to god not satan satan is terrible he is bad he is stupid he is revolting and disgusting but god god is the opposite he is all merciful loving he's great he is all powerful all worship and i praise to god jesus christ so powerful he's all merciful he loves you he's on the post it on the present and on the science guy god is the great god god is good all the time god is good god is good god loves you he cares for you satan did nothing for you he hates you but god loves you love god god deserves all the worship in the world know any who what where when how can come to compare to jesus christ nothing and i said nothing no one no thing no whatever no one is compared to god in the whole universe god is the creator of the universe god created everyone and he created you he created gold and he created everything ok!do not worship anything else than god i say do not worship anything else that jesus christ of nazareth surrender your life to the holy spirit surrender and give your life to the holy spirit because the holy spirit wants to bless you with the knowledge and understanding so you can preach the word so you can tell so you could inspire your loss brothers and sisters to give their life to christ if anybody tells you different ignore that ignore them because they do not believe please god loves you god is coming we may not have a 2022 we may not have a 2023 believe in what i'm saying please listen to god give your life to god and surrender your life and your soul your spirit and your heart to god jesus christ and the holy spirit because the holy spirit wants to bless you and give you everything god does not want his children to suffer god wants you to prosper ok god wants you to prosper please listen to what i am saying do not put your faith and trust me i speak for god i speak with god i do not speak against god i will never speak against god ike will speak for god i am a soldier of christ and i fight for christ and we are in the spiritual warfare please put the full armor of god if you do not remember the whole armor of god put on christ because he has peace because he is righteousness because he's everything that you need he is a shield of faith put on christ love christ surrender your life to jesus christ do not put your faith and trust in me put your faith and trust in the lord god is coming give your life to him while you have time i speak for christ i fight for christ i will never fight against christ i will never fight christ i will fight for christ and i will fight by and i will fight with christ be like you know be like a lighter they walked with christ with faith they did not walk ahead they did not walk behind they do not walk after they do not walk before they walked with christ and faith and they walked by christ and faith give your life to god worship and surrender to god do not put your faith and trust in me put your faith and trust in the lord for god is coming he loves you please please please your time is running out god loves you and so do i does not want you to go to hell god loves you and he cares about you please repent and ask for forgiveness all these false religions and false god's are wrong like muslim religion buddhism they are all wrong attack me if you like i speak the truth god almighty heavenly father should be your god not satan not allah but god and jesus christ should be your savior not muhammad?!remember gods not dead he's surely he's living inside roaring like a lion 7 prison 6 johnny depp top amber heard shit!!! 6 if you are falsely accused by someone put the evidence on youtube twitter instagram and facebook and promote it for millions of people to see and we will heckle the accuser for the rest of their lives till death 6 disgusting human 6 narcissistic sociopath 6 cgi looks like shit 6 send her to jail 6 covert narcissist 6 she is such a bad liar 6 petitions for amber heard's removal from aquaman 2: https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2 from l'oreal: https://wwwchangeorg/p/l or%c3%a9al remove amber heard as l or%c3%a9al spokeperson from aclu title of ambassador for women's rights:https://wwwchangeorg/p/american civil liberties union aclu revoke your title of ambassador for women s rights from amber heard we want johnny depp back as captain jack sparrow https://wwwchangeorg/p/walt disney we want johnny depp back as captain jack sparrow?signed=true 6 she is a classic narcissist 6 malignant narcissist 6 ok let's run the videotape: honey er i have some good news & some bad news good news? i love you babe! er bad news is i blew $650 million $ owe the irs $100 million lunch? 6 fire amber heard! 6 Name: text, dtype: int64
df_neg.text.value_counts()[360:].head(60)
she should go to the jail 6 esta realidad ya la sospechaba las ex de jd hablaron acerca de su persona de manera hermosa sin violencia y sin abusos pienso que esta mujer( amber) sأ³lo se casأ³ con jd por su fortuna y su famay luego mostrأ³ su verdadera personalidad esperar que la justicia de verdad haga su tarea y libere a jd de los cargos falsos que le imputanasأ estأ،n las cosas actualmente donde las mentiras concertadas pueden destruir a una persona inocentejd estoy contigo!! 6 amber heard should be in prison 6 justice for johnny bitch 6 they are trying to remove this petition on changeorg as it's signatures been going up if you feel injustice please sign https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2?redirect=false 6 the lion the witch and the audacity of this bitch 6 eating is so she gets time to think and make up her bullshit 6 i hate that bitch 6 next 3 you need to review milli vanillibaby dont forget my number midnight oil beds are burning and for an 80s band with real original sound try the smithereens only a memory i promise you won't be disappointed in any of these 6 #justiceforjohnnydepp #ambertheabuser 6 hi guys please sign the petitions below for removing amber heard from the ongoing campaign and movieآ removing her from aquaman franchise http://chngit/6hxmxbsgf2 removing her as a l' oreal spokesperson http://chngit/62bynytqhb i have never been a big fan of johnny but i believed that no one man or woman should have to go through such mentally and physically abused relationship i was in one but i simply cannot imagine how hurt johnny is to have to go through this in public with all the trashtalk of medias the entire world and friends turning their backs on him it is even more disgusting knowing that hollywood nor the press are reporting this it didn't even go as viral as the accusations amber made out of johnny years ago if we can get as much views on all the videos we can also make it viral and help johnny #justiceforjohnnydepp 6 when you listen to the entire recording amber heard is like a ranting psychopath she admits over and over at throwing multiple items at johnny as well as punching/slap punch (or whatever other violence she admits and inflicted on johnny this recording is the classic abuser not allowing him to talk blaming him for walking away after being hit come on guys not once does amber say that johnny hit her and she tries to download her obvious violence to johnny johnny is a part of the me too movement not amber amber reminds me of the character that sharon stone played in basic instinct the beguiling beautiful manipulative evil psychopath any psychiatrist or psychologist that hear's the entire recording knows absolutely that johnny is innocent men get abused too ive read all the messages between ambers mother and father to johnny and he remained the gentleman and the parents of amber telling him they love him but i guess that one too many punches to johnny did it i dont believe a word of amber heard she is a classic gas lighting abuser 6 she is useing a child as a wepon now! this makes me so mad!!!!!! useing a child for pitty to avoid jail time!!!!!! this is so disgusting she needs the death penalty!she had a saraget child!!!! faceing jail time randomly???manipulator 6 farrah is a bitch 6 #fuckamberheard #justiceforjohnnydepp 6 she is such a narcissist 6 she needs jail 6 stupid girl 6 you mean amber turd? 6 #justiceforjohnny amber heard deserves jail! 6 she is full of shit 6 natalia kills problem 6 amber hasn't been sentenced to jail time at least not yetclick bait 6 you mean amber turd 6 keep signing the petition everyone to remove this untalented gaslighting narcissist from being in a sequel with a guy she had no chemistry with in the 1st movie ًںک‹ 6 sign this petition to get amber heard removed from aquaman 2 i for one refuse to see the sequel if this woman is still playing the character of mera https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2 6 you are a liar 6 burn in hell amber 6 she a gold digger 6 amber turd ًں’©ًں’©ًں’© 6 that bitch is crazy 6 jd is no angel when drunk! #domesticabuse https://wwwyoutubecom/watch?v=ehnkxb99li8 6 petition over 250000 now https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2 6 i'm sorry for those who are going to watch this because the cast is the worst liar who does not deserve to be treated well i demand to cancel it 6 that bitch is going down 6 i wrote on johnny depp's facebook my love and sweet man johnny depp i've been thinking of something to defeat amber heard the great liar and psychopath we will win in virginia in 2022 think with me could it be that the places where you and amber were had a camera inside your house or in the establishment where you were in australia? because you know go search the cameras and do an investigation in silence without anyone knowing and take a copy of the images of her throwing pots at you punching you in the face hitting and hurting you and save your reputation in all world! that way it can be a winner because the cameras do not deceive and it is more than a photo that can be a lie as amber did and premeditated everything! the footage of the physical and verbal fights should be shown the feces on the bed too anyway show it all at the virginia court of law and don't waste time go through evidence to amber heard to get dismoralized only with evidence and not with words can you beat amber what's more the judgment is physical violence and it has nothing to do with adultery the court of justice only judges one thing at a time don't take any offense from amber heard and her sisters and friends they are evil characters and they will never be above good and evil we are going to win this war because with psychopaths it has to be that way for me i would have banished them all from planet earth! 6 i hate this woman so much! she is a damn viper! it was a loveless marriage on her part everything indicates that he devised a plan to destroy mr johnny depp's successful career a plan that consisted of getting married for a short time asking for a divorce accusing him of domestic violence depp's dedication and professionalism ah wanted to destroy a kind man who is also an excellent actor this ordinary woman is a horrible actress without talent it is beautiful on the outside but on the inside it is horrible it has a very black very dirty interior that negates the physical beauty johnny depp is my favorite actor! he is a mature handsome and sexy man desired by millions of women around the world! so many that they would love to be in the place of this sick woman his mistake was marrying a narcissistic psychopath she is completely crazy justice for johnny depp 6 hagamos justicia: https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2 6 i hope she gets fired 6 video of amber heard physically assaulting johnny depp warning it's kinda sadًں’” https://youtube/kjlkylxfoy8 6 liar!! 6 domestic violence is a crime 6 #flushamberturd 6 dumb bitch 6 she is a disgusting person 6 do not spend even a cent on aquaman2 if that abuser's face is on it 6 jail her! 6 that's disgusting 6 https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2?signed=true 6 shite 6 such a liar 6 amber: abusing johnny depp wb: does nothing johnny depp: defending himself wb: wait that's illegal!!! 6 dirty bitch 6 gold diggers 6 regardless the end result the petition does make a statement and shes banking on people letting it go i say keep signing the petition and passing it around http://chngit/q2rprcyrqv petition to remove amber turds title of ambassador of womens rights http://chngit/tj9zqwts9c 6 she is narcissistic 6 #boycottamberheard get that trending!! 6 part of the shit part of the poo 6 fuck you bitch 6 she is a malignant narcissist 6 Name: text, dtype: int64
Comments on Peak Days¶
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df_comments.head(1)
| video_id | comment_etag | comment_id | text | username | author_ch_id | nlikes | p_dtime | u_dtime | nreplies | moderation_status | comment_reply | parent_id | author_ch_url | author_profile_image | year | date | month | dayofmonth | hour | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | DiXRVYRZchs | mvtTos5huTqXhtAs-JPzt7mls_A | UgjyORuX3p35VXgCoAEC | good work! | Shocka Delica | UC6cJzw3ChENHVREKzpx1e3Q | 9.0 | 2013-11-29 05:18:47+00:00 | 2013-11-29 05:18:47+00:00 | 1.0 | NaN | comment | none | none | none | 2013 | 2013-11-29 | Nov | 29 | 5 |
df_peaks.head(10)
| date | ncomments | |
|---|---|---|
| 3220 | 2018-07-22 | 26021 |
| 4105 | 2020-12-23 | 20907 |
| 3219 | 2018-07-21 | 18536 |
| 4109 | 2020-12-27 | 18206 |
| 4106 | 2020-12-24 | 16771 |
| 4104 | 2020-12-22 | 15584 |
| 4108 | 2020-12-26 | 14771 |
| 3782 | 2020-02-04 | 14349 |
| 4110 | 2020-12-28 | 12246 |
| 3785 | 2020-02-07 | 11204 |
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awesome 66 wow 54 nice 27 black manta 25 meh 22 Name: text, dtype: int64
Fuck off
5
Shut up bitch! If you liked the visual effects in recent movies like Avengers: Infinity War, Black Panther, or Ready Player One, then you’ll be happy to know that the same company is also working on Aquaman ;)
4
Negative Comments
df_comments[df_comments.p_dtime.dt.date.astype(str) == "2020-12-23"]["text"].value_counts().head(10)
they won't believe you because you are a man she is not a victim 4289 they won't believe you because you are a man amber heard she is not a victim 511 they won't believe you because you are a man 260 they won't believe you because you are a man amber heard 213 they won't believe you because you are a man she is not the victim 158 justice for johnny 141 she is not a victim 137 #justiceforjohnny 121 #justiceforjohnnydepp 89 they won't believe you because your a man she is not a victim 89 Name: text, dtype: int64
df_comments[df_comments.p_dtime.dt.date.astype(str) == "2020-12-23"]["username"].value_counts().head(10)
Stevie J Raw 49 ذگذ½ذ´ر€ذµذ¹ ذ’ذ¾ذµذ¹ذ؛ذ¾ 36 Kabir Mishra 33 eHacker 30 ذ رƒرپذ»ذ°ذ½ ذ”ذ°ذ²ر‹ذ´ذ¾ذ² 28 netwix 21 John Dickey 17 Promptus Mortis 16 Topher 16 Gle773 15 Name: username, dtype: int64
df_comments[df_comments.p_dtime.dt.date.astype(str) == "2018-07-21"]["text"].value_counts().head()
wow 37 awesome 33 first 17 epic 16 i dig it 16 Name: text, dtype: int64
Badass
8
Negative Comments
df_comments[df_comments.p_dtime.dt.date.astype(str) == "2020-12-27"]["text"].value_counts().head(10)
they won't believe you because you are a man she is not a victim 9186 they won't believe you because you are a man she is not the victim 256 they wont believe you because you are a man she is not a victim 210 they won't believe you because you are a man she is not a victim! 143 they won't believe you because you are a man 112 good soldiers follow orders 99 she is not a victim 98 they won't believe youbecause you are a man she is not a victim 95 they won't belive you because you are a man she is not a victim 85 they won't believe you because your a man she is not a victim 84 Name: text, dtype: int64
Negative Comments
df_comments[df_comments.p_dtime.dt.date.astype(str) == "2020-12-24"]["text"].value_counts().head(10)
they won't believe you because you are a man she is not a victim 4153 they won't believe you because you are a man she is not the victim 239 she is not a victim 165 they won't believe you because you are a man 136 #justiceforjohnnydepp 123 they wont believe you because you are a man she is not a victim 102 they won't believe you because you are a man she is not a victim! 81 they won't believe you because your a man she is not a victim 72 #justiceforjohnny 72 justice for johnny 59 Name: text, dtype: int64
Negative Comments
df_comments[df_comments.p_dtime.dt.date.astype(str) == "2020-12-22"]["text"].value_counts().head(10)
they won't believe you because you are a man amber heard 1738 they won't believe you because you are a man amber heard she is not a victim 594 they wont believe you because you are a man amber heard 264 justice for johnny 255 execute order 66 209 they won't believe you because your a man amber heard 173 they won't believe you because you are a man 157 #justiceforjohnny 144 excecute order 66 102 justice for johnny depp 51 Name: text, dtype: int64
Negative Comments
df_comments[df_comments.p_dtime.dt.date.astype(str) == "2020-12-26"]["text"].value_counts().head(10)
they won't believe you because you are a man she is not a victim 6427 they won't believe you because you are a man she is not the victim 200 they wont believe you because you are a man she is not a victim 198 good soldiers follow orders 151 they won't believe you because you are a man she is not a victim! 139 she is not a victim 109 they won't believe you because you are a man 91 they won't believe you because your a man she is not a victim 77 they won't belive you because you are a man she is not a victim 77 they won't believe youbecause you are a man she is not a victim 51 Name: text, dtype: int64
Negative Comments
df_comments[df_comments.p_dtime.dt.date.astype(str) == "2020-02-04"]["text"].value_counts().head(10)
that's toxic femininity so sad 10 #justiceforjohnnydepp 10 yang gang 8 #justiceforjohnny 7 wow 7 #believeallwomen 5 lol 5 lmao 5 shame on you who pretend (and raise money to) represent victims of abuse and injustice for taking part in this sham 4 toxic femininity 4 Name: text, dtype: int64
Negative Comments
df_comments[df_comments.p_dtime.dt.date.astype(str) == "2020-12-28"]["text"].value_counts().head(10)
they won't believe you because you are a man she is not a victim 5543 they wont believe you because you are a man she is not a victim 121 they won't believe you because you are a man she is not a victim! 89 they won't believe you because you are a man she is not the victim 88 they won't believe you because you are a man 74 she is not a victim 73 that's crazy 51 they won't belive you because you are a man she is not a victim 46 they won't believe youbecause you are a man she is not a victim 39 they won't believe you because you are man she is not a victim 36 Name: text, dtype: int64
Negative Comments
df_comments[df_comments.p_dtime.dt.date.astype(str) == "2020-02-07"]["text"].value_counts().head(10)
#justiceforjohnnydepp 15 for anyone wondering about the petition here it is: https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2 9 #justiceforjohnny 9 please sign the petition to remove amber heard from aquaman 2: http://chngit/4rmtchbtjs 9 #mentoo 6 mgtow 6 wow 5 amber heard the pin up girl for social justice woke warriors leftists feminist democrats and intersectional feminists ! yes you heard me amber heard is loved by the social justice woke warriors leftists feminist democrats and intersectional feminists ! toxic feminity ! and she gets away with it without having to pay for anything after ruining johnny depp's life ! yup that's social justice woke warriors leftists feminist democrats and intersectional feminists for you ! ha ! ha ! ha ! 5 if she participates in aquaman 2 nobody should go to see that movie 4 what a bitch 4 Name: text, dtype: int64
df_comments[df_comments.p_dtime.dt.date.astype(str) == "2019-10-02"]["text"].value_counts().head(10)
first 42 ًںک‚ًںک‚ًںک‚ 39 lol 26 ًںک‚ًںک‚ًںک‚ًںک‚ 24 lmao 18 ًںک‚ًںک‚ 17 facts 11 ًںک‚ 10 ًں¤£ًں¤£ًں¤£ 8 ًںک‚ًںک‚ًںک‚ًںک‚ًںک‚ 8 Name: text, dtype: int64
df_comments[df_comments.p_dtime.dt.date.astype(str) == "2019-10-03"]["text"].value_counts().head(10)
ًںک‚ًںک‚ًںک‚ 20 ًںک‚ًںک‚ًںک‚ًںک‚ 19 ًںک‚ 16 lmao 14 lol 13 ًںک‚ًںک‚ 10 facts 8 lmfao 8 ًںک‚ًںک‚ًںک‚ًںک‚ًںک‚ 6 what is an amber alert? 4 Name: text, dtype: int64
df_comments[df_comments.p_dtime.dt.date.astype(str) == "2019-10-04"]["text"].value_counts().head(10)
ًںک‚ 5 ًںک‚ًںک‚ًںک‚ًںک‚ًںک‚ 5 lol 4 ًںک‚ًںک‚ًںک‚ 3 facts 3 ًںک‚ًںک‚ 3 true 3 ًںک‚ًںک‚ًںک‚ًںک‚ًںک‚ًںک‚ 2 lmfao 2 ًںک‚ًںک‚ًںک‚ًںک‚ 2 Name: text, dtype: int64
Users with The Most Contributions on Each Date¶
# Top 10 Commanted Users
df_comments.username.value_counts().head(10)
Johnny Depp 15986 eHacker 8343 JOHNNY DEPP 3921 Stevie J Raw 3516 LaraCroftEyes1 3270 Michael Keaton 3148 Rock Candy 2455 Lindsey Depp 2432 Rob's Rules 2023 Johnny depp 1885 Name: username, dtype: int64
df = df_comments.groupby(['date', 'username']).agg({'text':'count'}).reset_index(
).rename(columns={'text':'ncomments'}).sort_values('ncomments', ascending=False)
df.head(15)
| date | username | ncomments | |
|---|---|---|---|
| 1445127 | 2021-05-31 | Johnny Depp | 397 |
| 1370619 | 2021-04-18 | Johnny Depp | 293 |
| 1366799 | 2021-04-16 | Johnny Depp | 272 |
| 1459631 | 2021-06-07 | Johnny Depp | 270 |
| 1485213 | 2021-06-27 | Johnny Depp | 245 |
| 978519 | 2020-12-03 | Abbey Sharp | 233 |
| 1473404 | 2021-06-17 | Johnny Depp | 228 |
| 1670857 | 2021-11-24 | Johnny Depp | 200 |
| 1441845 | 2021-05-30 | Johnny Depp | 196 |
| 1365389 | 2021-04-15 | Johnny Depp | 192 |
| 1357645 | 2021-04-08 | Johnny Depp | 189 |
| 1474607 | 2021-06-18 | Johnny Depp | 188 |
| 980078 | 2020-12-04 | Abbey Sharp | 187 |
| 1558340 | 2021-08-14 | Johnny Depp | 185 |
| 1628432 | 2021-10-20 | JOHNNY DEPP | 185 |
Comments on Peak Hours¶
- Comments Created OVER TIME
- Peak Dates
- Negative Comments
- Comments on Peak Days
- Comments on Peak Hours
- Comments on Peak Times
- ------------------------------
- Top Commented Users
- Users with the Most Likes
- Users with the Most Replies
- Users with Negative Comments
- Most Repeated Comments
- Same Text Same Date
- Deeper Investigations
df_comments.head(1)
| video_id | comment_etag | comment_id | text | username | author_ch_id | nlikes | p_dtime | u_dtime | nreplies | moderation_status | comment_reply | parent_id | author_ch_url | author_profile_image | year | date | month | dayofmonth | hour | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | DiXRVYRZchs | mvtTos5huTqXhtAs-JPzt7mls_A | UgjyORuX3p35VXgCoAEC | good work! | Shocka Delica | UC6cJzw3ChENHVREKzpx1e3Q | 9.0 | 2013-11-29 05:18:47+00:00 | 2013-11-29 05:18:47+00:00 | 1.0 | NaN | comment | none | none | none | 2013 | 2013-11-29 | Nov | 29 | 5 |
df_peak_hrs = df_comments.groupby(['date', 'hour']).agg({'text':'count'}).reset_index(
).rename(columns={'text':'ncomments'}).sort_values('ncomments', ascending=False)
df_peak_hrs.head(15)
| date | hour | ncomments | |
|---|---|---|---|
| 46971 | 2018-07-21 | 20 | 6998 |
| 46970 | 2018-07-21 | 19 | 4877 |
| 66761 | 2020-10-24 | 8 | 4404 |
| 46972 | 2018-07-21 | 21 | 3152 |
| 49869 | 2018-11-19 | 17 | 2673 |
| 48789 | 2018-10-05 | 16 | 2527 |
| 48790 | 2018-10-05 | 17 | 1988 |
| 67301 | 2020-11-15 | 20 | 1949 |
| 46973 | 2018-07-21 | 22 | 1932 |
| 46976 | 2018-07-22 | 1 | 1789 |
| 76327 | 2021-11-26 | 22 | 1760 |
| 49870 | 2018-11-19 | 18 | 1760 |
| 46978 | 2018-07-22 | 3 | 1754 |
| 46977 | 2018-07-22 | 2 | 1732 |
| 48791 | 2018-10-05 | 18 | 1696 |
df = df_comments.groupby(['date', 'hour', 'username']).agg({'text':'count'}).reset_index(
).rename(columns={'text':'ncomments'}).sort_values('ncomments', ascending=False)
print(df.shape)
df.head(15)
(1841765, 4)
| date | hour | username | ncomments | |
|---|---|---|---|---|
| 1048832 | 2020-12-03 | 22 | Abbey Sharp | 158 |
| 1750361 | 2021-10-19 | 6 | Cynthia Haney | 131 |
| 1545545 | 2021-05-30 | 7 | Johnny Depp | 122 |
| 1029923 | 2020-11-22 | 23 | Tyler Brooks | 118 |
| 1513048 | 2021-05-18 | 16 | Johnny Depp | 113 |
| 1053297 | 2020-12-07 | 1 | Abbey Sharp | 112 |
| 1467828 | 2021-04-18 | 10 | Johnny Depp | 108 |
| 1581034 | 2021-06-17 | 21 | Johnny Depp | 106 |
| 1468040 | 2021-04-18 | 13 | Johnny Depp | 105 |
| 1564800 | 2021-06-07 | 4 | Johnny Depp | 104 |
| 1758686 | 2021-10-27 | 2 | JOHNNY DEPP | 100 |
| 977002 | 2020-11-03 | 16 | ko 3 | 98 |
| 1549247 | 2021-05-31 | 6 | Johnny Depp | 96 |
| 1584306 | 2021-06-20 | 19 | Johnny Depp | 95 |
| 1463638 | 2021-04-16 | 13 | Johnny Depp | 95 |
Comments on Peak Times¶
- Comments Created OVER TIME
- Peak Dates
- Negative Comments
- Comments on Peak Days
- Comments on Peak Hours
- Comments on Peak Times
- ------------------------------
- Top Commented Users
- Users with the Most Likes
- Users with the Most Replies
- Users with Negative Comments
- Most Repeated Comments
- Same Text Same Date
- Deeper Investigations
df_peak_times = df_comments.groupby('p_dtime').count()['text'].reset_index(name='ncomments')\
.sort_values('ncomments', ascending=False)
df_peak_times.head()
| p_dtime | ncomments | |
|---|---|---|
| 1064279 | 2020-10-24 08:00:08+00:00 | 45 |
| 1064288 | 2020-10-24 08:00:17+00:00 | 42 |
| 1064282 | 2020-10-24 08:00:11+00:00 | 40 |
| 1064280 | 2020-10-24 08:00:09+00:00 | 38 |
| 1064289 | 2020-10-24 08:00:18+00:00 | 37 |
df = df_comments.groupby(['p_dtime', 'username']).agg({'text':'count'}).reset_index(
).rename(columns={'text':'ncomments'}).sort_values('ncomments', ascending=False)
df = df[df.ncomments > 1]
print(f'Unique number of users: {df.username.nunique()}')
print(f'Total number of comments: {df.ncomments.sum()}')
df.head(15)
Unique number of users: 251 Total number of comments: 622
| p_dtime | username | ncomments | |
|---|---|---|---|
| 2127796 | 2021-11-26 15:32:57+00:00 | Manjal Jeet | 8 |
| 2047575 | 2021-10-11 06:13:33+00:00 | Kamlesh Paswan | 5 |
| 457304 | 2019-09-21 17:18:15+00:00 | Pancreas Dragonheart | 5 |
| 1435373 | 2021-01-16 15:56:30+00:00 | Pritam Kumar | 4 |
| 615285 | 2020-02-19 19:09:58+00:00 | Baka Nyx | 4 |
| 439423 | 2019-07-16 11:06:22+00:00 | lory991959 guzman carrasco | 4 |
| 601553 | 2020-02-14 19:09:41+00:00 | Valmir Marques | 4 |
| 481841 | 2019-11-22 16:17:36+00:00 | Saأ؛l Velأ،zquez | 4 |
| 1013976 | 2020-08-27 15:44:39+00:00 | Gigi Pretty | 4 |
| 1180863 | 2020-11-19 04:26:58+00:00 | Tania Yaأ±ez Paniagua | 4 |
| 481842 | 2019-11-22 16:18:47+00:00 | Saأ؛l Velأ،zquez | 4 |
| 615288 | 2020-02-19 19:10:53+00:00 | Baka Nyx | 4 |
| 462193 | 2019-09-30 12:19:04+00:00 | TTأ«أں TTr1أ‘أ§ | 4 |
| 1438850 | 2021-01-18 10:39:22+00:00 | Sudarshan S | 3 |
| 449815 | 2019-08-31 17:20:10+00:00 | God's Commandments Are Truth Isaiah 8:20 | 3 |
print('\nIdentical comments data on the same video\n')
df_comments[df_comments.p_dtime.astype(str) == "2021-10-11 06:13:33+00:00"]
Identical comments data on the same video
| video_id | comment_etag | comment_id | text | username | author_ch_id | nlikes | p_dtime | u_dtime | nreplies | moderation_status | comment_reply | parent_id | author_ch_url | author_profile_image | year | date | month | dayofmonth | hour | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1989960 | SkFYO9ZPL8k | VRHu94tybF38ULRvdjSb3x83ZBc | UgwRwi0f8PcwGh_4Dyx4AaABAg.9Gbgp4XRBf_9TLgcQPkUUz | x | Kamlesh Paswan | UCXKxgGGqges_m8JQkOo-1bw | 0.0 | 2021-10-11 06:13:33+00:00 | 2021-10-11 06:13:33+00:00 | 0.0 | NaN | reply | UgwRwi0f8PcwGh_4Dyx4AaABAg | http://www.youtube.com/channel/UCXKxgGGqges_m8... | https://yt3.ggpht.com/ytc/AKedOLTii-uN3EiaYj86... | 2021 | 2021-10-11 | Oct | 11 | 6 |
| 1989961 | SkFYO9ZPL8k | cmYN4fRNP0q10Ir9CbkHxhpoT0s | UgwRwi0f8PcwGh_4Dyx4AaABAg.9Gbgp4XRBf_9TLgcQHRFw2 | x | Kamlesh Paswan | UCXKxgGGqges_m8JQkOo-1bw | 0.0 | 2021-10-11 06:13:33+00:00 | 2021-10-11 06:13:33+00:00 | 0.0 | NaN | reply | UgwRwi0f8PcwGh_4Dyx4AaABAg | http://www.youtube.com/channel/UCXKxgGGqges_m8... | https://yt3.ggpht.com/ytc/AKedOLTii-uN3EiaYj86... | 2021 | 2021-10-11 | Oct | 11 | 6 |
| 1989962 | SkFYO9ZPL8k | JO860ewVq7c0Usi5K0190uBQbAg | UgwRwi0f8PcwGh_4Dyx4AaABAg.9Gbgp4XRBf_9TLgcQ7afpz | x | Kamlesh Paswan | UCXKxgGGqges_m8JQkOo-1bw | 0.0 | 2021-10-11 06:13:33+00:00 | 2021-10-11 06:13:33+00:00 | 0.0 | NaN | reply | UgwRwi0f8PcwGh_4Dyx4AaABAg | http://www.youtube.com/channel/UCXKxgGGqges_m8... | https://yt3.ggpht.com/ytc/AKedOLTii-uN3EiaYj86... | 2021 | 2021-10-11 | Oct | 11 | 6 |
| 1989963 | SkFYO9ZPL8k | uHKR72QYCoj6p0lBCRsqw6vj0cA | UgwRwi0f8PcwGh_4Dyx4AaABAg.9Gbgp4XRBf_9TLgcPgzHuw | x | Kamlesh Paswan | UCXKxgGGqges_m8JQkOo-1bw | 0.0 | 2021-10-11 06:13:33+00:00 | 2021-10-11 06:13:33+00:00 | 0.0 | NaN | reply | UgwRwi0f8PcwGh_4Dyx4AaABAg | http://www.youtube.com/channel/UCXKxgGGqges_m8... | https://yt3.ggpht.com/ytc/AKedOLTii-uN3EiaYj86... | 2021 | 2021-10-11 | Oct | 11 | 6 |
| 1989964 | SkFYO9ZPL8k | xZ1Px9QkOFtL_Hk4tguFbGjLvdU | UgwRwi0f8PcwGh_4Dyx4AaABAg.9Gbgp4XRBf_9TLgcPShYaQ | x | Kamlesh Paswan | UCXKxgGGqges_m8JQkOo-1bw | 0.0 | 2021-10-11 06:13:33+00:00 | 2021-10-11 06:13:33+00:00 | 0.0 | NaN | reply | UgwRwi0f8PcwGh_4Dyx4AaABAg | http://www.youtube.com/channel/UCXKxgGGqges_m8... | https://yt3.ggpht.com/ytc/AKedOLTii-uN3EiaYj86... | 2021 | 2021-10-11 | Oct | 11 | 6 |
print('\nIdentical comments data on the same video\n')
df_comments[df_comments.p_dtime.astype(str) == "2019-09-21 17:18:15+00:00"]
Identical comments data on the same video
| video_id | comment_etag | comment_id | text | username | author_ch_id | nlikes | p_dtime | u_dtime | nreplies | moderation_status | comment_reply | parent_id | author_ch_url | author_profile_image | year | date | month | dayofmonth | hour | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 345720 | b9V3Pj47x4c | FageksmQdzj1qSDLL_cXBUo2RrQ | Ugx0alu4BERFuPbblGB4AaABAg | few know that the cameraman actually was batma... | Pancreas Dragonheart | UC36ChR3BSfE4_UzTTXZnpng | 0.0 | 2019-09-21 17:18:15+00:00 | 2019-09-21 17:18:15+00:00 | 0.0 | NaN | comment | none | none | none | 2019 | 2019-09-21 | Sep | 21 | 17 |
| 345721 | b9V3Pj47x4c | fjMSZ-jOdVAuW2KMP_Xy6c_Hukw | UgxhM0Vw8oDxz01Pf4h4AaABAg | few know that the cameraman actually was batma... | Pancreas Dragonheart | UC36ChR3BSfE4_UzTTXZnpng | 0.0 | 2019-09-21 17:18:15+00:00 | 2019-09-21 17:18:15+00:00 | 0.0 | NaN | comment | none | none | none | 2019 | 2019-09-21 | Sep | 21 | 17 |
| 345722 | b9V3Pj47x4c | riiMIt3AkCR6iZTt3p-iGS_A6kI | Ugzz8QUT_4gILFC2mzt4AaABAg | few know that the cameraman actually was batma... | Pancreas Dragonheart | UC36ChR3BSfE4_UzTTXZnpng | 0.0 | 2019-09-21 17:18:15+00:00 | 2019-09-21 17:18:15+00:00 | 0.0 | NaN | comment | none | none | none | 2019 | 2019-09-21 | Sep | 21 | 17 |
| 345723 | b9V3Pj47x4c | vqvO0y_i8vcHXSSuW5J-NxY_w5c | UgzcBrIIYVFvC75dPZR4AaABAg | few know that the cameraman actually was batma... | Pancreas Dragonheart | UC36ChR3BSfE4_UzTTXZnpng | 0.0 | 2019-09-21 17:18:15+00:00 | 2019-09-21 17:18:15+00:00 | 0.0 | NaN | comment | none | none | none | 2019 | 2019-09-21 | Sep | 21 | 17 |
| 345724 | b9V3Pj47x4c | oX0xlVXl7qqZwZZmVGSe0L-PVqs | UgyPD8x0hGD-vrdtNHR4AaABAg | few know that the cameraman actually was batma... | Pancreas Dragonheart | UC36ChR3BSfE4_UzTTXZnpng | 0.0 | 2019-09-21 17:18:15+00:00 | 2019-09-21 17:18:15+00:00 | 0.0 | NaN | comment | none | none | none | 2019 | 2019-09-21 | Sep | 21 | 17 |
Top Commented Users¶
- Comments Created OVER TIME
- Peak Dates
- Negative Comments
- Comments on Peak Days
- Comments on Peak Hours
- Comments on Peak Times
- ------------------------------
- Top Commented Users
- Users with the Most Likes
- Users with the Most Replies
- Users with Negative Comments
- Most Repeated Comments
- Same Text Same Date
- Deeper Investigations
df_top_users = (
df_comments["username"]
.value_counts()
.to_frame()
.reset_index()
.rename(columns={"index": "username", "username": "n_comments"})
)
myset = {'Johnny Depp', 'Lindsey Depp', 'LaraCroftEyes1', "Rob's Rules", 'Julie Lea', 'Tania Haeussler',
'PureSparkles22', 'J Lee', 'NIBS'}
colors = []
for user in df_top_users.head(15)['username']:
if user in myset:
colors.append('red')
else:
colors.append('#5296dd')
print('\nNote: Negatively commenting users are highlighted in "red"')
helpers.barh(df_top_users.head(15), "Top Commentd Users", c=colors)
Note: Negatively commenting users are highlighted in "red"
# df_comments[df_comments.username == 'eHacker'].text.value_counts().head()
# df_comments[df_comments.username == 'Stevie J Raw'].text.value_counts().head()
df_comments[df_comments.username == 'Johnny Depp'].text.value_counts().head(60)
ًں’ًں’i want to specially appreciate you for being a big fan for your nice comments on my post it means alot to me i want you to send me a direct message via hangout using my personal email or you can as well indicate below also endeavor to add your name to the text so i can know you are the one texting because i don't reply unnecessary messages hangout mail: johnnydepp6005@gmailcom 520 a big thank to all my fans!what will my name and career be without all of your love and support? amidst my darkest days you all stood by mei don't have all the time in the world to replybut i do read all your heartwarming comments and truly appreciate all it's because the of love and so i decided to put a smile on the face of my fans by going through my old posts on my official page and hitting up random fansso i can get to relate with my fans better through discussion of depth and humour listening to compliment and criticism on my career walk kindly text me on hangouts here is my email johnnydepp70006@gmailcom god bless you and to thank you once again for the love and support â¤ï¸ڈâ¤ï¸ڈâ¤ï¸ڈ♥ï¸ڈ♥ï¸ڈ 507 ًں’•ًں’“thanks for your utmost love which has brought me this far it has been a hard time for me but your support got me going where are you watching from?ًں’• 471 ًں’ًں’ًں’i want to specially appreciate you for being a big fan for your nice comments on my post it means alot to me i want you to send me a direct message via hangout using my personal email or you can as well indicate below also endeavor to add your name to the text so i can know you are the one texting because i don't reply unnecessary messages hangout mail: johnnydepp6005@gmailcom 466 ًں’i want to specially appreciate you for being a big fan for your nice comments on my post it means alot to me i want you to send me a direct message via hangout using my personal email or you can as well indicate below also endeavor to add your name to the text so i can know you are the one texting because i don't reply unnecessary messages hangout mail: johnnydepp6005@gmailcom 442 i want to specially appreciate you for being a big fan for your nice comments on my post it means alot to me i want you to send me a direct message via hangout using my personal email or you can as well indicate below also endeavor to add your name to the text so i can know you are the one texting because i don't reply unnecessary messages hangout mail: johnnydepp6005@gmailcom 429 a big thank to all my fans!what will my name and career be without all of your love and support? amidst my darkest days you all stood by mei don't have all the time in the world to replybut i do read all your heartwarming comments and truly appreciate all it's because the of love and so i decided to put a smile on the face of my fans by going through my old posts on my official page and hitting up random fansso i can get to relate with my fans better through discussion of depth and humour listening to compliment and criticism on my career walk kindly text me on hangouts here is my email johnnydepp70006@gmailcom god bless you and to thank you once again for the love and support â¤ï¸ڈâ¤ï¸ڈâ¤ï¸ڈ 384 hello super fan thanks for the love and support !! 332 ًں’•ًں’“thanks for your utmost love which has brought me this far it has been a hard time for me but your support got me going where are you watching from?â¤ï¸ڈ 298 a big thank to all my fans!what will my name and career be without all of your love and support? amidst my darkest days you all stood by mei don't have all the time in the world to replybut i do read all your heartwarming comments and truly appreciate all it's because the of love and so i decided to put a smile on the face of my fans by going through my old posts on my official page and hitting up random fansso i can get to relate with my fans better through discussion of depth and humour listening to compliment and criticism on my career walk kindly text me on hangouts here is my email johnnydepp5004@gmailcom god bless you and to thank you once again for the love and support â¤ï¸ڈâ¤ï¸ڈâ¤ï¸ڈ♥ï¸ڈ♥ï¸ڈ 294 a big thank to all my fans!what will my name and career be without all of your love and support? amidst my darkest days you all stood by mei don't have all the time in the world to replybut i do read all your heartwarming comments and truly appreciate all it's because the of love and so i decided to put a smile on the face of my fans by going through my old posts on my official page and hitting up random fansso i can get to relate with my fans better through discussion of depth and humour listening to compliment and criticism on my career walk kindly text me on hangouts here is my email johnnydepp70006@gmailcom god bless you and to thank you once again for the love and support â¤ï¸ڈâ¤ï¸ڈ 278 ًں’•ًں’“thanks for your utmost love which has brought me this far it has been a hard time for me but your support got me going where are you watching from?ًں’ 228 a big thank to all my fans!what will my name and career be without all of your love and support? amidst my darkest days you all stood by mei don't have all the time in the world to replybut i do read all your heartwarming comments and truly appreciate all it's because the of love and so i decided to put a smile on the face of my fans by going through my old posts on my official page and hitting up random fansso i can get to relate with my fans better through discussion of depth and humour listening to compliment and criticism on my career walk kindly text me on hangouts here is my email johnnydepp5004@gmailcom god bless you and to thank you once again for the love and support â¤ï¸ڈâ¤ï¸ڈâ¤ï¸ڈ 214 i want to specially appreciate u for being a big fan for your nice comments on my post it means alot to me i want you to send me a direct message via hangout using my personal email or you can as well indicate below also endeavor to add your name to the text so i can know you are the one texting because i don't reply unnecessary messages hangout mail: johnnydepp6005@gmailcom 210 hello my beautiful great fans thanks for your support how are you doing i hope everything is fine you can speak with me or write me in the hangout app with my email thanks johnnydepp4188@gmailcom 195 a big thank to all my fans!what will my name and career be without all of your love and support? amidst my darkest days you all stood by mei don't have all the time in the world to replybut i do read all your heartwarming comments and truly appreciate all it's because the of love and so i decided to put a smile on the face of my fans by going through my old posts on my official page and hitting up random fansso i can get to relate with my fans better through discussion of depth and humour listening to compliment and criticism on my career walk kindly text me on hangouts here is my email johnnydepp6005@gmailcom god bless you and to thank you once again for the love and support â¤ï¸ڈâ¤ï¸ڈâ¤ï¸ڈ 189 a big thank to all my fans!what will my name and career be without all of your love and support? amidst my darkest days you all stood by mei don't have all the time in the world to replybut i do read all your heartwarming comments and truly appreciate all it's because the of love and so i decided to put a smile on the face of my fans by going through my old posts on my official page and hitting up random fansso i can get to relate with my fans better through discussion of depth and humour listening to compliment and criticism on my career walk kindly text me on hangouts here is my email johnnydepp6005@gmailcom god bless you and to thank you once again for the love and support â¤ï¸ڈâ¤ï¸ڈâ¤ï¸ڈ♥ï¸ڈ♥ï¸ڈ 173 ًں’“thanks for your utmost love and support which has brought me this far it has been a hard time for me but your support has got me standing even in difficult times i can't appreciate enough the support of fans who have been really active with issues relating to meprivate message on telegram @johnnydeppofficls ًں’“ much love â¤ï¸ڈ 161 thanks for your unconditional love ًں’• and support ًں’where are you watching from sweetheart???? 154 a big thank to all my fans!what will my name and career be without all of your love and support? amidst my darkest days you all stood by mei don't have all the time in the world to replybut i do read all your heartwarming comments and truly appreciate all it's because the of love and so i decided to put a smile on the face of my fans by going through my old posts on my official page and hitting up random fansso i can get to relate with my fans better through discussion of depth and humour listening to compliment and criticism on my career walk kindly text me on hangouts here is my email johnnydepp5004@gmailcom god bless you and to thank you once again for the love and support â¤ï¸ڈâ¤ï¸ڈ 148 hello dear thanks for being a great fan !! 139 ًں’“thanks for your utmost love and support which has brought me this far it has been a hard time for me but your support has got me standing even in difficult times i can't appreciate enough the support of fans who have been really active with issues relating to meprivate message on telegram @johnnydeppofficls ًں’“ much love ًں’ 134 a big thank to all my fans!what will my name and career be without all of your love and support? amidst my darkest days you all stood by mei don't have all the time in the world to replybut i do read all your heartwarming comments and truly appreciate all it's because the of love and so i decided to put a smile on the face of my fans by going through my old posts on my official page and hitting up random fansso i can get to relate with my fans better through discussion of depth and humour listening to compliment and criticism on my career walk kindly text me on hangouts here is my email johnnydepp6005@gmailcom god bless you and to thank you once again for the love and support â¤ï¸ڈ 132 a big thank to all my fans!what will my name and career be without all of your love and support? amidst my darkest days you all stood by mei don't have all the time in the world to replybut i do read all your heartwarming comments and truly appreciate all it's because the of love and so i decided to put a smile on the face of my fans by going through my old posts on my official page and hitting up random fansso i can get to relate with my fans better through discussion of depth and humour listening to compliment and criticism on my career walk kindly text me on hangouts here is my email johnnydepp6005@gmailcom god bless you and to thank you once again for the love and support â¤ï¸ڈâ¤ï¸ڈâ¤ï¸ڈ♥ï¸ڈ 123 a big thank to all my fans!what will my name and career be without all of your love and support? amidst my darkest days you all stood by mei don't have all the time in the world to replybut i do read all your heartwarming comments and truly appreciate all it's because the of love and so i decided to put a smile on the face of my fans by going through my old posts on my official page and hitting up random fansso i can get to relate with my fans better through discussion of depth and humour listening to compliment and criticism on my career walk kindly text me on hangouts here is my email johnnydepp6005@gmailcom god bless you and to thank you once again for the love and support â¤ï¸ڈâ¤ï¸ڈ 113 â¤ï¸ڈthanks for your endless love and support you have constantly shown me in such difficult moment i'm forever grateful i really appreciate your unconditional love to me and every effort exerted by you to cause a change¦where are you watching from? 100 thanks for your unconditional love ًں’• and support ًں’where are you watching from sweetheart?? 95 ًں’“thanks for your utmost love and support which has brought me this far it has been a hard time for me but your support has got me standing even in difficult times i can't appreciate enough the support of fans who have been really active with issues relating to meprivate message on telegram @johnnydeppofficls ًں’“ much love ًں’• 89 â¤ï¸ڈthanks for your unending love and support you have constantly shown me in such difficult moment i'm forever grateful i really appreciate your unconditional love to me and every effort exerted by you to cause a change¦where are you watching from? 87 a big thank to all my fans!what will my name and career be without all of your love and support? amidst my darkest days you all stood by mei don't have all the time in the world to replybut i do read all your heartwarming comments and truly appreciate all it's because the of love and so i decided to put a smile on the face of my fans by going through my old posts on my official page and hitting up random fansso i can get to relate with my fans better through discussion of depth and humour listening to compliment and criticism on my career walk kindly text me on hangouts here is my email johnnydepp3099@gmailcom god bless you and to thank you once again for the love and support â¤ï¸ڈâ¤ï¸ڈâ¤ï¸ڈ♥ï¸ڈ♥ï¸ڈ 84 a big thank to all my fans!what will my name and career be without all of your love and support? amidst my darkest days you all stood by mei don't have all the time in the world to replybut i do read all your heartwarming comments and truly appreciate all it's because the of love and so i decided to put a smile on the face of my fans by going through my old posts on my official page and hitting up random fansso i can get to relate with my fans better through discussion of depth and humour listening to compliment and criticism on my career walk kindly text me on hangouts here is my email johnnydepp6005@gmailcom god bless you and to thank you once again for the love and support 82 my highest gratitude and appreciation for all the love and support you have been showing me i'm so grateful ًں’•ًں™ڈًں’• 79 a big thank to all my fans!what will my name and career be without all of your love and support? amidst my darkest days you all stood by mei don't have all the time in the world to replybut i do read all your heartwarming comments and truly appreciate all it's because the of love and so i decided to put a smile on the face of my fans by going through my old posts on my official page and hitting up random fansso i can get to relate with my fans better through discussion of depth and humour listening to compliment and criticism on my career walk kindly text me on hangouts here is my email johnnydepp2045@gmailcom god bless you and to thank you once again for the love and support â¤ï¸ڈâ¤ï¸ڈ 78 a big thank to all my fans!what will my name and career be without all of your love and support? amidst my darkest days you all stood by mei don't have all the time in the world to replybut i do read all your heartwarming comments and truly appreciate all it's because the of love and so i decided to put a smile on the face of my fans by going through my old posts on my official page and hitting up random fansso i can get to relate with my fans better through discussion of depth and humour listening to compliment and criticism on my career walk kindly text me on hangouts here is my email johnnydepp2045@gmailcom god bless you and to thank you once again for the love and support â¤ï¸ڈâ¤ï¸ڈâ¤ï¸ڈ♥ï¸ڈ♥ï¸ڈ 76 hello my beautiful great fan thanks for your support and comments how are you doing i know you are a bit nervous about replying your comments feel free to message me at my hangout ًں’–ًں’–ًں’–â¤ï¸ڈ johnnydepp24567@gmailcom 74 â¤ï¸ڈthanks for the infinite love and support you have constantly shown me in such difficult moment i'm forever grateful i really appreciate your unconditional love to me and every effort exerted by you to cause a change¦where are you watching from? 74 ًں’“thanks for your utmost love and support which has brought me this far it has been a hard time for me but your support has got me standing even in difficult times i can't appreciate enough the support of fans who have been really active with issues relating to meprivate message on telegram @johnnydeppllofficial ًں’“ much love â¤ï¸ڈ 73 â¤ï¸ڈthanks for your utmost love and support you have constantly shown me in such difficult moment i'm forever grateful i really appreciate your unconditional love to me and every effort exerted by you to cause a change¦where are you watching from? 72 a big thank to all my fans!what will my name and career be without all of your love and support? amidst my darkest days you all stood by mei don't have all the time in the world to replybut i do read all your heartwarming comments and truly appreciate all it's because the of love and so i decided to put a smile on the face of my fans by going through my old posts on my official page and hitting up random fansso i can get to relate with my fans better through discussion of depth and humour listening to compliment and criticism on my career walk kindly text me on hangouts here is my email johnnydepp5004@gmailcom god bless you and to thank you once again for the love and support â¤ï¸ڈ 72 ًں’ i want to specially appreciate you for being a big fan for your nice comments on my post it means alot to me i want you to send me a direct message via hangout using my personal email or you can as well indicate below also endeavor to add your name to the text so i can know you are the one texting because i don't reply unnecessary messages hangout mail: johnnydepp6005@gmailcom nb:do not send an emaili won't respond 68 â¤ï¸ڈthanks for your utmost love and support which has brought me this far it has been a hard time for me but your supports has got me standing even in difficult times i can't appreciate enough the support of fans who have been really active with issues relating to mekindly text me on hangouts johnnydeppofficial360@gmailcom ًں’•much love ًں’— 68 thanks for your unconditional love ًں’• and support ًں’where are you watching from sweetheart? 61 a big thank to all my fans!what will my name and career be without all of your love and support? amidst my darkest days you all stood by mei don't have all the time in the world to replybut i do read all your heartwarming comments and truly appreciate all it's because the of love and so i decided to put a smile on the face of my fans by going through my old posts on my official page and hitting up random fansso i can get to relate with my fans better through discussion of depth and humour listening to compliment and criticism on my career walk kindly text me on hangouts here is my email johnnydepp2045@gmailcom god bless you and to thank you once again for the love and support 60 ًں’ ًں’i want to specially appreciate you for being a big fan for your nice comments on my post it means alot to me i want you to send me a direct message via hangout using my personal email or you can as well indicate below also endeavor to add your name to the text so i can know you are the one texting because i don't reply unnecessary messages hangout mail: johnnydepp6005@gmailcom nb:do not send an emaili won't respond 57 â¤ï¸ڈthanks for your unconditional love and support you have been showing me it has been a difficult time for me but your love got me standing i can't appreciate enough the love of fans who are standing by me through thick and thin private message me on my personal account on telegram @johnnydeppllofficial â¤ï¸ڈmuch loveâ¤ï¸ڈ 56 i want to specially appreciate you for being a big fan for your nice comments on my post it means alot to me i want you to send me a direct message via hangout using my personal email or you can as well indicate below also endeavor to add your name to the text so i can know you are the one texting because i don't reply unnecessary messages hangout mail: johnnydepp6005@gmailcom nb:do not send an emaili won't respond 51 ًں’ ًں’ i want to specially appreciate you for being a big fan for your nice comments on my post it means alot to me i want you to send me a direct message via hangout using my personal email or you can as well indicate below also endeavor to add your name to the text so i can know you are the one texting because i don't reply unnecessary messages hangout mail: johnnydepp6005@gmailcom nb:do not send an emaili won't respond 49 ًں’ًں’i want to specially appreciate you for being a big fan for your nice comments on my post it means alot to me i want you to send me a direct message via hangout using my personal email or you can as well indicate below also endeavor to add your name to the text so i can know you are the one texting because i don't reply unnecessary messages hangout mail: johnnydepp70006@gmailcom 48 â¤ï¸ڈ thanks for your unending love and support it has been a challenging moment for me but your love kept me strong where are you watching from?ًں’• 46 a big thank to all my fans!what will my name and career be without all of your love and support? amidst my darkest days you all stood by mei don't have all the time in the world to replybut i do read all your heartwarming comments and truly appreciate all it's because the of love and so i decided to put a smile on the face of my fans by going through my old posts on my official page and hitting up random fansso i can get to relate with my fans better through discussion of depth and humour listening to compliment and criticism on my career walk kindly text me on hangouts here is my email johnnydepp3099@gmailcom god bless you and to thank you once again for the love and support â¤ï¸ڈâ¤ï¸ڈâ¤ï¸ڈ 46 johnnydeppofficls 46 ًں’ًں’ًں’i want to specially appreciate you for being a big fan for your nice comments on my post it means alot to me i want you to send me a direct message via hangout using my personal email or you can as well indicate below also endeavor to add your name to the text so i can know you are the one texting because i don't reply unnecessary messages hangout mail: johnnydepp70006@gmailcom 45 a big thank to all my fans!what will my name and career be without all of your love and support? amidst my darkest days you all stood by mei don't have all the time in the world to replybut i do read all your heartwarming comments and truly appreciate all it's because the of love and so i decided to put a smile on the face of my fans by going through my old posts on my official page and hitting up random fansso i can get to relate with my fans better through discussion of depth and humour listening to compliment and criticism on my career walk kindly text me on hangouts here is my email johnnydepp5004@gmailcom god bless you and to thank you once again for the love and support 44 ًں’i want to specially appreciate you for being a big fan for your nice comments on my post it means alot to me i want you to send me a direct message via hangout using my personal email or you can as well indicate below also endeavor to add your name to the text so i can know you are the one texting because i don't reply unnecessary messages hangout mail: johnnydepp70006@gmailcom 44 thanks a lot for always being here and for your support aswell i believe all will be fine soon i'll really like to talk to you in person to be able to appreciate you in person for your supports contact me on my mail address by writing me on my private hangout johnny121depp@gmailcom 43 good thing he dropped his gmail address so we can write him on hangout using this linkjohnnydepp1718@gmailcom 42 i want to specially appreciate you for being a big fan for your nice comments on my post it means alot to me i want you to send me a direct message via hangout using my personal email or you can as well indicate below also endeavor to add your name to the text so i can know you are the one texting because i don't reply unnecessary messages hangout mail: johnnydepp5004@gmailcom 41 â¤ï¸ڈthanks for your unending love and support you have been showing me it has been a difficult time for me but your love got me standing where are you watching from? 40 thanks my beloved fan for your great support victory is yours you can contact me on my email address for more information depp95152@gmailcom thank you 40 hello my beautiful great fan thanks for your support and comments how are you doing i know you are a bit nervous about replying your comments feel free to message me at my hangout johnnydepp6578@gmailcom@gmailcom 39 Name: text, dtype: int64
neg_users = neg_users | {'Johnny Depp'}
df_comments[df_comments.username == 'Lindsey Depp'].text.value_counts().head(60)
# justice for johnny depp 19 ###justice for my darling husband to be johnny depp 11 #### justice for my darling husband johnny depp 8 that's crazy 7 i subscribed 7 #justice for johnnydepp 7 i subcribed 7 i totally agree 5 amen ًں™ڈ to that 4 ###justice for my beautiful husband to be johnny depp 3 ### justice for johnny depp 3 yes definitely 3 i'll always be on my darling husband johnny depp's side 3 i subscribed please give me a shout out future mrs johnny depp 3 please reply asap 3 ###justice for my darling husband to be johnny depp savvy 3 ####justice for my darling husband to be johnny depp 3 that's crazy ًںکœ 3 exactly 2 ####justice for my darling husband johnny depp 2 celebrity craze it's vanessa paradis not paradise 2 please have respect for my darling husband to be johnny depp by spelling his first name right johnny not jonny 2 #justice for johnnydepp by his wife rocky roxy depp 2 both 2 great idea 2 you are so right 2 ####justice for my darling husband to be johnny depp savvy 2 gaslightlighting 2 i totally agree with you there 2 team johnny ###justice for my darling husband to be johnny depp 2 i agree 2 i scrubcribed 2 please give me a shout out jon paul your amazing rocky roxy depp 2 #### justice for johnny depp 2 why would a musician cut off his own finger 2 she is a total fraud 2 # justice for johnny depp right now 2 scamber ًں’©should never work in hollywood ever again 2 i totally agree with you 2 ## justice for my darling husband johnny depp 2 ### justice for my darling husband johnny depp 2 my darling husband to be johnny depp wasn't married to vanessa paradis 2 @julie lea the girl needs seriously sectioning in a fucking straight jacket complete nut job and it's a pity jerry judge passed away god rest his soul otherwise he'd have been in the dock of the court putting the final nail in scamber ًں’©rd's career coffin 1 @total sweet she is totally ًں¦‡ًں’©crazy 1 @richard j i totally agree and he seemed down to earth 1 @renee dover my gorgeous husband johnny is the most amazing exceptionally multitalented awesome fantastic beautiful loving caring sensitive romantic compassionate funny and my sweet precious angel vampire husband johnny ًں‘°ًں¤µًںڈ»ًں§›ًںڈ»â™‚ï¸ڈًں’چ 1 @shihua bai yes he was it's a shame he passed away he could have put the nail in her career coffin 1 my darling husband johnny is not going to lose that uk trial 1 it's so sad that jerry had to pass away before both trials he could have put the nail in scamber's career coffin 1 @wendy t 1 she is such a self centred abusing scumbag 1 @bink* what the fuck does this have to do with this video 1 me too she 's totally fucked up her own career 1 the guy was a legend 1 amen to that 1 @jaden overstreet he's appealing against the ludicrous and barbaric decision 1 that is his mission to get the truth out there 1 yes she is i think she could be bipolar 1 my darling husband johnny depp will win this case in august 1 he will win these cases 1 Name: text, dtype: int64
neg_users = neg_users | {'Lindsey Depp'}
df_comments[df_comments.username == 'LaraCroftEyes1'].text.value_counts().head(60)
what? 63 amber is the abuser 36 no she isn't 19 huh? 16 wrong there 13 talking about yourself 13 wrong 11 amber 11 how so? 10 no she didn't 8 amber is the abuser not johnny 8 what is that supposed to mean? 8 exactly 8 no he didn't 7 wrong again 7 you are welcome 7 amber is the one recording 6 roflmao 6 seek help 5 johnny is an abused victim 5 yes 5 johnny is the victim and amber is his abuser 5 talking about amber 5 https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2?recruiter=24448735 5 no she doesn't 5 no he isn't 5 why? 5 johnny never abused amber 4 amber didn't win 4 johnny never abused amber he has no history of abusing any women who've been in his life and his first wife and his former girlfriends the mother of his two children to whom he was in a relationship with for nearly 15 years came to his defense they say he never abused them and amber has a history of abusing her former girlfriends from her past relationships with them and she was arrested in 2009 for abusing her girlfriend in front of witnesses amber set johnny up to advance her career she cheated on him within a month of their marriage with james franco elon musk and let's add the lapd saw no signs of abused on amber and neither did the neighbors that amber change her story to many times and the audio amber is mocking johnny for walking away when she get physical meaning he doesn't to be abused and that when johnny tells her that his two children are being bullied because of her all amber care about was her reputationthat when amber didn't get what she wanted from the divorce her and her friends cyberbully johnny daughter on her instagram amber also a druggie and that she mentally and emotionally abused her ex assisant and turns out amber abused her own sister 4 no he doesn't 4 it was for couple therapy 3 amber is the one recording the conversation it's on her phone and that amber has a history of domestic violence towards her former girlfriends from her past she been arrested for abusing her girlfriend in 2009 that amber's own parents are against her while johnny has no history of domestic violence toward his former wife and girlfriends that johnny first wife and his former girlfriends and the mother of his two children came to his defenses saying he never laid a hand on them amber has done wrong she is the abusers and that she harassed johnny daughter on her instagram 3 amber has a history of abusing her former girlfriends from her past relationships with them that she was arrested twice for abusing girlfriends one her arrested was in 2009 where amber is abusing her girlfriend in front of witnesses in an airport and amber own mother was afraid of amber and that amber mentally and emotionally abused her assistant until her assistant quit amber set johnny up to advance her career she cheated on him numerous times with james franco and elon musk amber physically and mentally and emotionally abused johnny and it turns out amber abused her own sister 3 johnny told a tasteless joke about trump get over it and that there are other actors/actresses who have said far worse about trump than johnny's tasteless 3 amber has a history of domestic violence towards her former girlfriends from her past she been arrested for abusing her girlfriend in 2009 that amber's own parents are against her while johnny has no history of domestic violence toward his former wife and girlfriends that johnny first wife and his former girlfriends and the mother of his two children came to his defenses saying he never laid a hand on them amber has done wrong she is the abusers and that she harassed johnny daughter 3 are you for real? 3 okay 3 amber is the abuser she has a history of abusing her girlfriends she was arrested twice for abusing two of her girlfriends before she met johnny and that amber's mother was afraid of amber and that amber set johnny up to advance her career she cheated on numerous times and that she mentally and emotionally physically abused johnny 3 no it wasn't 3 johnny never hit amber 3 it isn't funny 3 amber abused johnny 3 no it isn't 3 amber is the abuser and johnny is the abused victim 3 say what? 3 johnny didn't leave the mother of his two children for amber 3 good 3 the uk judge in the first libel case has connections with the sun paper meaning that the uk judge's son works for rupert murdoch the owner of the british media that the second uk judge wasn't going to go against one of his own 3 for the million time johnny didn't leave the mother of his two children to be with amber and thta he doesn't deserve to be abused 3 johnny and amber have been divorce since 2016 3 amber isn't a victim 2 amber is the one who records the conversation 2 why are you laughing? 2 amber is lying and she is the abuser 2 johnny was abused by amber 2 it's okay 2 amber never loved johnny 2 amber is no victim 2 https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2?recruiter=298827397&recruited_by_id=a1703e40 fbce 11e4 8471 d529e2fea360 2 Name: text, dtype: int64
neg_users = neg_users | {'LaraCroftEyes1'}
df_comments[df_comments.username == "Rob's Rules"].text.value_counts().head(60)
you are welcome ًں™ڈ 10 johnny depp vs amber heard videos : https://wwwyoutubecom/playlist?list=pl0zuoy_cxulq6tvrnai8ydd3cvdyaikbx 8 thank you ًں™ڈ i appreciate it 7 thank you ًں™ڈ 7 #justiceforjohnnydepp 6 glad you enjoyed it 6 glad you enjoyed it lol ًںک† 5 you can say that again 5 your welcome ًں™ڈ 4 thank you ًں™ڈ hope all is well 3 you are very welcome ًں™ڈ 3 i agree 3 hello there 3 glad you enjoyed it lmao ًںک† 2 lmao 2 johnny depp amber heard elon musk playlist : https://youtubecom/playlist?list=pl0zuoy_cxulsfpet5ruqagiaethjoofim 2 thank you ًں™ڈ glad you enjoyed it 2 for more johnny depp videos check out the playlist here : https://youtubecom/playlist?list=pl0zuoy_cxulq6tvrnai8ydd3cvdyaikbx 2 hello how are you ? 2 absolutely 2 lmao ًںک† 2 hopefully next time 2 johnny depp videos : https://wwwyoutubecom/playlist?list=pl0zuoy_cxulq6tvrnai8ydd3cvdyaikbx 2 hope you enjoy it 2 he didn't want to admit it was her but he admits his eye is injured and based on what i read yesterday this is confirmed now 1 thank you ًں™ڈ and you are welcome ًں™ڈ 1 i would not be surprised at all maybe he did something and she intended to hit him but not there we may never know 1 i totally understand every person situation is different i didn't mean to make you feel guilty or anything just happy you come to the streams and hang out with us i hope you are ok and i am sorry if you are in pain you have to take care of yourself who else can ? 1 @sussan fordham yes deflecting by showing things like her baby on instagram at least she admitted filming was stopped she could have made a public apology to momoa but i guess that is beneath her 1 los angeles police department 1 hope you will join us and sign the petition to remove amber heard from aquaman 2 : https://wwwchangeorg/p/dc entertainment remove amber heard from aquaman 2 1 @kim orris they are trying to keep it under wraps for sure they don't want us to know for fear of backlash 1 lmao ًں¤£ your unbelievable i hope you are well i will be gaming soon !! next saturday i hope !! got the ps4 ! now i have to get the tv mine broke oh mathias quit he dropped his discord and youtube i was shocked just thought you would want to know 1 that is what makes me very suspicious the media has not been on johnny depp's side despite all that we are trying to prove this makes me wonder that only one article was put out there this is why i was so happy momoa talked about it 1 he didn't and what she has planned and done to him is just evil 1 it is ok hopefully thursday night looking forward to seeing you 1 we had a great time so much fun 1 this was so much fun i felt we clicked right from the start there was not a dull moment looking forward to doing another stream 1 wish you were there we had a great time so much fun 1 thank you so kind of you to say that 1 glad you enjoyed it she is returning here next thursday night with us to discuss more on the case it is always nice to get other perspectives from others on the case 1 @free art academy online this is what i did a livestream about and another woman said this was her situation stay and fight for me 1 makes sense he is a monster because he wanted to get away from her physical abuse yes he should stay there and let her beat him that sounds like a great idea who wouldn't want that ? amber heard is delusional 1 we can only hope so right now johnny depp has to win the appeal and get the retrial in the uk that would be a major step forward he can do that the tides can turn 1 glad you came hope you enjoyed it 1 i agree they all deserve it 1 why would she blame herself ? 1 how are you feeling ? 1 i would if she told the truth she didn't have to lie and pretend she is the victim when she clearly is on recording admitting she physically hit the guy and then acts like he hit her she would have been more respected had she kept her mouth shut then lie and throw someone else under a bus she ruined his career and all he did was protect her he loved her no reason to do what she did to him it is uncalled for 1 absolutely she is ! 1 don't support anything she is in ! i am not 1 it is but it is hard for her to admit fault with anything she passes the blame onto everyone else but herself 1 i hope he gets it in virginia 1 @gregory holstein yes ! it is a third party we know it is musk 1 it is musk has to be 1 i think the tides are turning she doesn't like it either 1 time is coming virginia is approaching and so far i have yet to see her evidence of his violence towards her she has none 1 sunday at 11 am est with come geek some and darth news 1 and the drugs too but i doubt that will happen 1 what doesn't she blame him for 1 Name: text, dtype: int64
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df_comments[df_comments.username == "Julie Lea"].text.value_counts().head(60)
@been there nichol has ruled against rupert murdoch in the past nichol's son worked for dan wooten ( back to murdoch) & could have been fired & possibly blackballed out of the industry most parents want to protect their children i'd say that's a strong motivation for nichol to rule in favor of ngn forget amber heardshe has no power except what other's give her forget nichol people thought he sounded sick of ah during her testimony he was frustratedbecause she & her friends made him look more of a idiot josh drew is a outstanding witnessnichol i saw when nichol was ruling what evidence to toss & keep that musk was unimportant as a witnessbeing there the night before court 2016 (magic bruises) where the trial was going & why! rupert murdoch's son works formusk power trickles downnot up follow the rabbit hole & history & it's blatantly obvious murdoch has hated jd for years probably because his multi billion's & power can't buy him youth (he's 81 & looks 100) fame followers crazy fans etc disney fox ny times dow jones ngn this trial the hacking of jd's phone buying off/blackmailing the judgesuper small potatoes for murdoch he's been doing all that for decadeshacking the royals celebrities the victims of the london bombings & buying off police public officials david cameron levenson inquiry it's public knowledge to think he would get a fair trial in the uk with the history there? jd himself alluded to the rabbit hole of unbelievable extent msm is attempting to blackball him out of the industry right now 3 very telling someone else is behind this just like wb firing jd & disney firing jd 4 days after the op ed & him being a disney legend jd said someone was behind his smear campaign turning into outright blacklisting it's pretty obvious who that is ah has no power over worldwide media & decisions of wb & disney she is a mess physically & mentally 2 @queen babylonia exaactly! 2 elon musk is such a liar!!! 2 @usa roxx she wanted to know what he said so she would know what to say but if you read her testimony even the justice was totally exasperated with her babbling because he had to side with her & the worse she looked the worse he looked! 1 my friend jeanne larson begin this petition some months prior to the audios being leaked much info has been available through virginia fairfax court incredibly average on yt & @thatbrianfella (last 2 is the same person) brian has done a phenomenal job providing evidence the media is slow & mainstream totally ignoring it though they picked up heard's claims because it fits their narrative!!! that they want to promoteshowing they #metoo & #timesup (heard's & weinstein's attorney's) don't care about female victims! much less males! please sign share & don't see aquaman2 unless she is removed or potc it will suck anyway jerry bruckheimer (acclaimed director) refused to be attached without depp everyone has walked but one writer disney uses potc in name only it won't get good reviews & won't be potc with depp's replacement in fact i sense a disaster for disney! much love to all♥ï¸ڈ♥ï¸ڈًںœژâک®âک® 1 @midnight thunder hopefully 1 @char mc that's the definition of a narcissist everything is about them they believe they are above rules & laws ( look how many laws she is broken on at least 4 continents!!) she is nobody special but in her alternate reality she is much love♥ï¸ڈ♥ï¸ڈًںœژًںœژ 1 exactly technically a malignant narcissist with borderline personality disorder with sociopathic tendenciesthat was my guess & jd confirmed it when he said in court she was diagnosed with just that but hey personality disorders with no empathy & exploitation & abuse of otherswho's counting?! much love♥ï¸ڈ♥ï¸ڈًںœژًںœژ 1 @lindsey hammer she has a personality disorder & her dad is a psychopath jailed for slaughtering domesticated animals she is messed up! that said a vile violent disgusting person as well! who is gay & probably hates men * she did spend the night in jail for abusing her girlfriend & only got off on a technicality that was tasya van ree her partner of 7 yrs (reportedly) that she did come out as gay withall prior to meeting depp 1 @abeaut toottoot catch up dude if he abused her there would be some shred of evidence! she is recording everything! she is admitted on audio she beat the shit out of him & doesn't deny he's never hit her her parents are on his side she has zero witnesses you need to research or come up with some proof before sayingla deee dait was mutual because i think sofacts or nothing court documents depo's/declarations anything or stfu! you sound like a uneducated moron 1 @tpgrl wow add that to more crimes than i can literally count read my comment above for more extensive crimes or international hacking scandals which includes far more than hacking hacking victims of the london bombings finally landed him somewhere in a british high court currently he's paid off officials again! 1 @soph thank you i didn't know why they attacked harry & meghan this is the same man murdoch who was involved in the international hacking scandals royals celebrities & the victim's of the london bombings his list of crimes is unbelievable he's never lost a case & is known for bribing officialsamong his many other crimes also worth 20 billion owns dow jones fox fox news disney & ny timesoff the top of my head his son works for elon musk i'd love to see waldman in court on this one! 1 she has a personality disorder everything is always someone else's fault they act superior but their ego is incredibly fragile 1 @ohohsheeiila you mean you see your husband infuriated so you get your phone out to get it on tape while you goad gaslight name call & then pick the phone up out of the trash where he threw it & snicker & laugh because you got it on tape? because that's what happened on the tape which was thrown out of court in the divorce proceedings for being so heavily edited (like when she is obviously calling him crazy & the fact she wasn't there that morning so her whole narrative is a lie about him being angry with her she wasn't there or did you not hear her say that?) & she sold it to tmz the same day 1 @ronnie sutton she discussed killing depp with the neighbor who sent photos of his knife collection josh drew it was obviously a ongoing conversation but only part of it was in text messages as court documentation jd was getting a tattoo of her & she was talking about killing him after dinner & when josh realizes she isn't joking he says no amber it's just to threaten him with! ah yeah i guess i could wait ironically justice nicol of the sun case said josh drew was a excellent witness even though he had no firsthand knowledge of anything he heard things through his fiancee rocky and the audio tapes of ah & jd they were thrown out because the justice said they were secondhand 1 this is the night after he left elon musk was there the night before she went to court & he was having an affair with her 1 month after they marriedif him sleeping over while depp was in europe counts for anythingmore video surveillance footage of elon even asking for a parking space for him so to the affair with francoconsidering he didn't want the fact he was testifying known much less what he said i'd say she is a ho & he was probably bringing her drugs since she injects cocaine & was described a coke fiend by a former friend 1 @crazy crazy yes he did start drinking at some point after being with her but this is after he got the call tmg his management co of nearly 20 yrs stole $700000000 she saw him slamming doors got her tape on & started goading gaslighting name calling & exploiting him after he threw the phone in the trash she picked it up & walked off snickering & laughing because she got it on tape oh & she wasn't there this was in court you should stop reading the media since i followed this case i swear on my life i have not read a single accurate thing in the msm that is who he was suing you know but that was the testimony & the entire tape is on yt 1 it seemed to me from the beginning he didn't want her there! i'm so sorry cody you are too good for that i hope you are far away & healing/healed remember you are not a victim you are a survivor~! much love to you 1 @deekat3279 i hope you've had help that's horrible i have a attorney lined up for people like you who have suffered secondary trauma due to amber heard's actions this is about how it's not ok society needs to know it's not ok f**k the media! it would be a lot of people & not only you let me know richard grannon on yt has some awesome tools to help flashbacks etc they are free i hope you are ok much love♥ï¸ڈ♥ï¸ڈًںœژâک®âک® 1 @deekat3279 i'm trying to start a class action lawsuit against amber for what's called secondary abuse/secondary trauma it's to let the world know this is unacceptable in society & affects everyone! i'm a psychologisti have a attorney lined up get back to me 1 @jlw that's called a smear campaign & it's terrible sorry it happened to you been there! by a female dark shadows was a movie (i thought) with michelle pfieffer & chloe moritz (the young girl i suspect she will be a big star) as i said to justin & the other guy i'd like to have a class action lawsuit against against heard for causing secondary trauma & secondary ptsd in people please read my comments to them about how to stop triggers richard grannon i can't repeat the whole thing only need 25 people for the lawsuitbut it would be hundreds of people i'm a psycholigist not an attorney but i have one lined up to speak to it would be a civil case (burden of proof much lower than criminal) & the point would be to bring attention to the damage she is done & yet another reason why it's not ok!!!! it hurts society as a whole! let me know! much love♥ï¸ڈ♥ï¸ڈًںœژâک®âک® 1 @darko pring the people who get ptsd from this like depp are usually highly empathetic/highly sensitive people 1) that's why it's so important to then society takes notice 2) men like depp who are sensitive should not be shamed/blamed/gaslighted for it! some of the greatest men of all time have been empathetic you take that away & you'd have a huge imbalance in society too much aggression no creativity from men poor fathers & husbands etc etc you see the problem? 1 @jay a errington it was supposed to give her an edge legally that justice nicol allowed her to hear jd's answers she was the star witness for ngn (the sun) & is powerless on her own it's the mutli billionaire that controlled the whole show i know she was shocked to find the public had turned against her this is the most painful thing to someone with her personality disorderhence the russian bots story yes she needs to be made an example of on 3 continents she is committed perjury & lied to australian authorities & hs in the us it proves how powerful the person behind her is he does run all 3 countries if you follow his criminal & political past much love♥ï¸ڈ♥ï¸ڈًںœژًںœژ 1 you are the best! very comprehensive video thank you & much love all 1 great you are getting the word outli love you are passionate about making this news love you! much love♥ï¸ڈ♥ï¸ڈًںœژًںœژ! 1 disney wb ngn tmz justice nicholfurther back fox all owned by the same person who controls the msm narrative on 3 continentsaccident? i think not these people getting all this free advertising for blaming the victimit's bad regardless of the intentadd them to list of people running smear campaignssix cpurt cases due to ah can stfu much love♥ï¸ڈ♥ï¸ڈًںœژًںœژ 1 @chantalle reyna clarke money talksdon't give them your moneyit's the only language they understsnd!! perhaps a march outside for dv victims dressed as a pirate! 1 i don't understand why it's all about depp when heard committed the crime 1 @haytam ha no doubt 1 @andreza ventura i'm about to do a video explaining how she is gaslighting him in the tmz videoi hope you watch it even though you obviously already understand gaslightingbecause the channel will be geared towards healing from narcissistic/cluster b abuse much love♥ï¸ڈ♥ï¸ڈ 1 actually he is speaking to amber who just called him crazylisten to his response you want crazy i'll show you crazy all your crazy all your crazy listen to how he responds 1 @marmaladesunrise she was far more heavily into heavy drugs during their relationshiphe was just open about it & she lied it's on the audio all i dropped was xanex adderall psychedelics & ecstasy ah trying to say johnny did itwhile she describes the baggies of cocaine lol definitely add cocaine to that list that's when she cut his finger off & five drugs by my count!!! 1 @dread cthulhu it's no coincidence his mother threw things dangerous things & ah is a throwershe probably got him to tell her these things early on when he trusted her & then copied the previous abuse because it would be the most traumatic kind of abusethat is what they do if not they both happened to throw things highly unlikely if i know that surely she did as well that's the kind of thing they take inventory of early on 1 but it fooled most everyone but his fans at that time!! and victims of dv therapists or people that are both like me i didn't know anything about jd before this video i wanted to know if she was lying because it would affect victims of dv which i work with & to my surprise i found out not only was she lying (which i suspected from her narcissistic behavior entitlement thinking she is above the law & not taking responsibility but putting it on jd making it a international newsthrew red flags as did her description of the abuse) but he was being abused by her which was blatantly clear to me in this video! i explained it word for word but tmz has taken down all the comments no comments allowed no apology! i have yet to see the wine glass thrown!! where is that hidden video? much love 1 that's exactly what it is!! she never wanted to be with him she wanted to be him!! malignant narcissist! case study with psychopathic tendencies in court docs!! much love♥ï¸ڈ♥ï¸ڈًںœژâڑ،âڑ،♾♾ 1 @queen babylonia they barely had enough footage to put it together was the unused deposition much love♥ï¸ڈ♥ï¸ڈًںœژًںœژ 1 @vaultboy101 excellent point that's why she started dressing like him changed her decor threw away her books for expensive 1st edition's she didn't want to be with him she wanted to be him sick right? malignant narcissist with psychopathic tendencies in court records!! much love♥ï¸ڈ♥ï¸ڈًںœژًںœژ 1 totally disagree she is a case study of a malignant narcissist unless you just saw this video & know nothing else about her that could be the case if you know anything about brian's channel which came out of her mouthcase study of a malignant narcissist who shouldn't be in the general population with psychopathic tendencies in court docs much love♥ï¸ڈ♥ï¸ڈًںœژًںœژ 1 @da feef they were paid for by elon musk he did say he was the largest contributor in a tweet to aclu they were aclu attorney's 1 @victoria vezich i just put on earphones & turned it upthen thoughtwhy am i listening to these people's (jd) private life?!?! oh yeahthe case on which all victim's rights seem to reststill very strange territory jerry said bad but he's not going to say he's hurting this man looked after him for 20 yrs i think from what he said later deal with the devil for now we can assume he blames ah he needs as much help as he can get= he's hurting if he was acting like grown brat jerry would have been concerned over the injury but annoyed it happened so he said 'badhe might as well have meant hurt as in hurting emotionally i'm a psychologist i know his history & hers enough to figure out their personalities with the audio & available info not from tabloids jerry was worried about his sanityand that recorder was in there for a reasonnone of them seemed to know it was there who put it there? maybe depp because she was gaslighting him so badly? is it part of a surveillance tape? who released it to the media? her saying he took 10 xtc means nothing because she lies drinking ? he started drinking again to deal with her that's not unusual he could have taken 10 xtc but people don't become violentor anything negative on xtc it would be the amount which jerry seems to think he's capable of doing another form of self harm really she is on anti psychotic's & is definitely self harming & he may have his childhood self harm is not out of the question for surewhile being abused she has a borderline personality disorder he has unresolved childhood cptsd so in a way you heard correctly the whole thing is so heartbreaking no deserves to be treated that way especially with cptsd complex ptsd which isn't really a disorder at all it's a cluster of behaviors in response to abuse so i call it c ptsr it's more accurate ♥ï¸ڈ♥ï¸ڈ 1 it's sad it's been made public but it goes to show dv affects both genders across classes race sexual orientation etc that's hard to grasp i think much love♥ï¸ڈ♥ï¸ڈ 1 i study cluster b disorders npd bpd sociopaths psychopath'sthat's very true! 1 @reese brindle 3 cluster b personality disorders?!? not fixable 1 @cranky rebate exactly! doesn't know the difference between a victim & a perp ah drank 2 bottles of wine a night & was puking so much at coachella she had to be brought pedialyte gatorade wouldn't cut it plus the tape all i did was drop ecstasy hallicinogens adderall & xanex is that all? the day she cut his finger off if anyone has brain damage it's ah!! they are as bad as each other how sick does a person have to be believe that? 1 @debboo69 apparently you are still drinkingor not following the case as there is zero evidence jd was violent he was sober before ah being with someone with a personality disorder who severs your finger & nearly kills you lies & says you are the abusive one will drive anyone to drink in order to cope with their violence i used to drink in my 20's to deal with my abusive husbandthat doesn't make me a alcoholic i'm a psychologist specializing in personality disorders i can tell you are warped by aa not everyone who drinks is abusive & ah drank 2 bottles of wine a night you are one sick puppy to think they are both at fault l she is a narcissist borderline & sociopath who pooped in his bed & abused kate james van ree her sister whitney who would rather lie under oath than face her sister's wrath! 1 don't forget to vote for jd for the people's choice awards in 7 days from today!! much love all♥ï¸ڈ♥ï¸ڈًںœژًںœژ 1 @rob's rules she still is!! her countersuit is the chewbacka defensewhat got oj off!!!! but the va judge isn't allowing her nonsense like the uk judge did! much love♥ï¸ڈ♥ï¸ڈًںœژًںœژ 1 @mimi b the audio starts with him saying i wish you knew how sick you make meof myself jd has unresolved cptsd from childhood where he endured painful abuseand things being thrown at him that's why she was drawn to him why he protected her & why he didn't leave he's extremely intelligent but these neural pathways formed in childhood are very hard to overcome with intense help specifically for complex ptsd sherilyn fenn (former fiancee) said he's not capable of hurting anyone well maybe himself as we all do from time to time we don't all hurt ourselves from time to time i think she slipped & covered self harm would be a normal response in this situation with what he said how he felt he wasn't just dealing with the trauma of his wife cutting his finger off & the horrific betrayal of her actions but also the betrayal of his primary & only caregiver that incident bought up i'm not saying he did it even if he did it's still her faulti believe she did it!!! just in that situation it is possible he would self harm & it would be understandable if he did he's been in movies for 30 yrs but won't watch his own movies & won't look in the mirror? he's definitely not thinking about that at that moment in timehe wasn't thinking at allhe waa just feelingsick of himself don't forget to vote for him for the people's choice awards in 7 days voting startslet's remind him how loved he is! much love♥ï¸ڈ♥ï¸ڈًںœژًںœژ 1 @kim whitehead they were allowed to spend 5 days discussing jd's drug use since the 80's & jd's team didn't have time for a lot of things!! much love♥ï¸ڈ♥ï¸ڈًںœژًںœژ 1 it's hard for a normal person to comprehend how her mind works after the cigarette & finger she didn't call for help she took a nap she started crying on the audio because jerry judge ( who she tried but couldn't manipulate) told her she had to leave & go back to la people will talk about me i hate when people talk about methat's what she was worried about!! she was partying in the uk until people started booing her when she gave her speech outside the courthouse to distract from jd's closing arguments ( dirty ploy backfired) then she realized people don't like me? & first real tearsthat's what she cares about!! #wedontlikeyouamber is the worst thing to happen to hershe decided jd hired russian bots because it's unthinkable it could be true & actually put it in the court document!!! we have proof of her abusing kate james her sister whitney all her life ( jennifer howell's deposition) her mom ( on video & jennifer howell) kevin murphy ( documentation) & jdand tasia van ree ( spent the night in jail) you can bet that's not everyone!! don't forget to vote for jd for people's choice awards in 7 days & ask others to as well!! we need to send the message this abusive behavior is unacceptable & ah won't be rewarded for her behavior! whatever l'oreal or wb or the un aclu decide to do! they are huge corrupt organizations! much love♥ï¸ڈ♥ï¸ڈًںœژًںœژ 1 probably drug induced psychosis! she was on six drugs by her own admission ecstasy adderall hallucinogens xanex cocaine ( she lied about the empty baggies by jerry judge said the cocaine was messing with her 6th drug seroquel anti psychotic ( if they are empty baggies that jd hid from herhow did she know it was crushed cocaine????) plus she has at least 3 cluster b personality disorders npd ( narcissism) bpd ( borderline) with sociopathic tendenciesmy guess but jd said she was diagnosed with exactly that while on the stand!!! that's 1) lack of empathy/incapable of love & 2) exploitative of other people among others but those are the main 2 markers of cluster b disorders and her dad was incarcerated for psychopathy ( killing domesticated animals) so she has the genes she also was planning to kill jd josh drew's testimony & text messages photos he sent ah of a huge knife collectionhe realizes she is not kidding & says you don't use them amber you show them to him & ah replied i guess i could put it off like she was considering killing him after dinner while he's getting my tattoothe tattoo artist was there putting her face on him she is a very sick physically emotionally & mentally abusive woman much love ♥ï¸ڈ♥ï¸ڈًںœژًںœژ 1 l'oreal revlon too faced and about 100 other companies!!! all owned by l'oreal who ah is a woman of worth 1 @jean myers l'oreal owns revlon maybelline ny too faced & 100 other companies 1 l'oreal owns 100 companies check them woman of worth definitely 1 @equality = communism wow! that's terrible 1 @princess of keys it doesn't matterit's in bad taste to blame the victimfor massive media attention i can see you are lucky enough to not have been abusedyet may ypu remain innocent & dumv much love♥ï¸ڈ♥ï¸ڈًںœژًںœژâڑ،ًںگ³â™¾â™¾ 1 @laura biegel the same place all the other documents are fairfax va court i can get you the link if it isn't here she has the link below just checked it's also the response to ah's demur her 3rd attempt to throw the case out much love♥ï¸ڈ♥ï¸ڈًںœژًںœژ 1 yes mirroring is a very common tacticshe changed her taste in music books clothing even interior design she went from preppy to boho overnight all of that according to kate james but jd stated she knew all the words to all the old blues greats this works because: 1) everyone thinks others are basically like they areif you are a nice person you aren't scanning another seemingly nice person for psychotic abuse it's the most basic human thing 2) who does that???? if you don't have direct experience with cluster b personality disorders why would you think anyone would devote %100 of their time to creating a fake persona???? this is why i get really angry when other's especially other men victim blame jd ( it's his own fault for *fill in the blank*! it could happen to them tomorrowif they had something a npd wanted!!!) jd has spoken openly about his childhood he no doubt has unresolved c ptsd many of us do to different degrees is it a coincidence that both his mom & ah threw heavy objects at him without warning? this is why he stayed freeze fight flight & fawnas a sensitive person & victim he will have a predominant way of dealing with abuse with likely a secondary one as well the primary response is pretty obvious to anyone c ptsd is complex post traumatic sdisorder complex means it happened repeatedly over a long period of timesuch as in childhood (not always) but it's not truly a *disorder* it's a response developed to deal with trauma a *disorder* would be more permanent & less likely to be overcomesuch as the cluster b's ( npd narcissistic personality disorder bpd borderline personality disorder sociopathy & psychopathy) one ah has npd borderline with sociopathic tendenciesas jd stated on the stand she was dx with not just me the borderline is the cocaine addiction ( huge percentage of bpd's doc) & the *abandonment terror* she exhibited on audio for hours in front of many witnesses etc like punching him for being next door too long & acting as if he'd committed a heinous crime saying when you go into another room it only perpetuates the problem ie i don't feel safe rant & blocking the car when he tried to leave cussing him out apologizing starting getting crazy when he attempted to leaveover & over on the island & after she cut his finger classic borderline behavior *just like to say many people think they are borderline's having been misdiagnosed as a very large percentage areget a 2nd opinion (without letting the 1st know your previous dx) all cluster b's are on a spectrum & overlapin ah we've actually seen the full spectrum the 2 most important identifiers are: 1) lack of empathy incapable of love this can be hard to spot because they fake it 2) exploitative of others will crush others in their own self interest much love♥ï¸ڈ♥ï¸ڈًںœژًںœژ 1 nobody i've talked with wants to see her in anything except on the news going to jail!! if movie studios make their money overseas perhaps she won't be blacklisted but i believe there will be a movement against that if i have to start it myself 1 Name: text, dtype: int64
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df_comments[df_comments.username == "Tania Haeussler"].text.value_counts().head(60)
exactly 13 agreed 6 exactly!! 5 yep 5 first!!! 2 exactly!!! 2 this didn't age well ًںک”ًںک”ًںک”ًںک”ًںک”ًںک”ًںک” 2 same 2 she is 33 2 right? 2 @shawn swint 100% accurate!!! 1 @darthn3ws do ya really think so? seems like she is being protected and will face little to no punishment i recently got suspended from twitter and haven't been told why i posted a lot of factual stuff about amber so i'm pretty sure that's why so why is this nobody being protected? i don't get it!! 1 you shouldn't comment on things you know little to nothing about 1 @seas _wallace you are welcome love wishing you and johnny complete healing happiness and love you are both much stronger than many even realize 1 @seas _wallace my heart goes out to you and to johnny huggzzz 1 exactly sis!!! 1 @kathy gee her rep is already destroyed in the court of public opinion yet she is still prancing around and not getting punished fired or incarcerated for her lies perjury bad attitude and violent abuse of johnny depp 1 she was snorting coke too 1 she can get all the help she needs in prison 1 @darthn3ws just wanna know your honest opinion of whether you think she will be seriously punished or not so far it looks like she will continue to get away with all the abuse lies lying under oath etc 1 david killackey 1 @ehacker ًںک‰ًںک‰ 1 @julie lea god bless you!!!! 1 @manii correct 1 but johnny was tried and convicted in the court of public opinion 1 @victor you are a fucking deluded idiot based on your recent comment you should be embarrassed and ashamed by what you posted 1 @darkdemon queen you hope he learned his lesson? so he deserved to be abused and manipulated by amber because he married a much younger woman? get the hell out of here!!! 1 @jiggahata1 it goes waybeyond beyond him being hooked on her youth she is a covert malignant narcissist and she targeted him for what he can do for her she never loved him she pretended to be his soul mate and once she tricked him into marriage her mask came off 1 @nickel mgtow you are absolutely right 1 @ride or dis damn straight! justice for johnny!! 1 she needs prison!!! she can get some good mental health care there!! 1 amber was the first abusive partner 1 @freetobeme! fair enough i agree with you except for you calling him shallow for liking beautiful women do you like ugly men? 1 @unicorn fairydust johnny and kate both destroyed a hotel room together back in the 90's he never harmed her!! 1 @maniacal moz lol most likely!! ًںکپًںکپًںکپًںکپ 1 omg why? 1 @fr f exactly she might get some jail time tho 1 @lindsey depp hell yes!!! 1 narcs never sincerely apologize 1 @stacey vitale for real!!! 1 @elizabeth maria she didn't change her mask slipped when the mask slipped her true vile self was revealed 1 @twiggy141 fair enough but i'm basing my opinion and comments on the totality of the evidence; not on knowing or not knowing johnny and amber personally 1 @hemlata gupta it doesn't matter what gets buried now she is been exposed 1 @hemlata gupta true 1 @humanimal she is just plain evil and she is 33 hary a child she should know better but chooses to treat people badly go to the incredibly average channel and watch brian's videos you will see amber for exactly what she is 1 @freetobeme! wrong she is a malignant narcissist and she duped him her looks are irrelevant he loved her she never loved him 1 she can get all the help she needs in a maximum security prison for habitually violent offenders 1 she would have murdered him for sure 1 they were just manipulating him to try and get him back under amber's control her parents are trash just like her and her sister 1 right? she is such an asshole! 1 brian wants justice for johnny 1 just so you are aware johnny depp was clean & sober for a long time before he got involved with amber heard she never loved him & planned her abuse hoax from the beginning of their relationship she is a malignant narcissist sociopath & these types spend their lives repeating the cycle of idealize devalue replace & discard they have no empathy & only care about themselves all of their relationships are transactional she her sister & her grifter friends were living in depp's penthouse condos rent free for years they helped amber by lying for her expecting to continue living rent free for the rest of their lives amber was the sole abuser in their relationship when jd finally realized she was never gonna change he told her he was done & planned to file for divorce amber panicked and rushed to file first so she could control the narrative jd is a good kind & generous man he's no perfect angel but is only guilty of drinking & drugging which he's always been honest about amber on the other hand is a worse junkie yet downplays her drinking & drugging she never admits to any wrong doing everything is always someone else's fault anyway just wanted to clear that up there's no such thing as mutual abuse she abused him mentally emotionally psychologically physically & financially he only ever pushed her away from him & admitted to one incident of throwing a can of paint thinner back at her that she had thrown at him he is not an abusive man & is not a pathological liar like she is 1 @george stobbart no dummy! she isn't like the majority of women she is the exception; not the rule 1 me too!! 1 @lisa lotwin i loathe amber heard!!! 1 when they do they are punished for it they go to prison 1 no he didn't she was wearing a mask 1 it goes way beyond annoying 1 @junie moon calling narcissists narcs just happened it's easier to say and spell than narcissist so that's why probably i call amber sane because she is it doesn't mean she isn't dangerous and bad but she is sane to call her insane would be to say she can't control her actions and doesn't realize that her actions are wrong amber is mentally and personality disordered but she is completely sane it's a good thing johnny finally woke up and decided to fight back or she may have gotten away with everything she has done thank god for those recorded conversations as well 1 @daria hughes johnny is not abusive andi never has been!! stop spreading false information!! 1 Name: text, dtype: int64
neg_users = neg_users | {"Tania Haeussler"}
df_comments[df_comments.username == "PureSparkles22"].text.value_counts().head(60)
she is a narcissist 4 she is an abuser 4 abuser heard 3 #amberheardisanabuser 3 abuser heard!!! 2 she had a career? 2 turds disgusting 2 she stole 7 million from sick kids 2 @debi dooms they get back end deals once the films come out in theatres the 300k is just what they get up front 2 so true 2 abuser turd 2 she is awful 2 she was abusing him 2 she just needs to go back to oblivion 2 she aint pretty 2 replace her with ana de armas 2 shes a narcissist 2 turd 2 she doesn't have fans 2 total covert narcissist 2 she is disgusting 2 i wanna see amber get charged with perjury i hope they play that dutch interview to the jury in va 1 ambers pulling an oj simpson 1 boy were u wrong amber is a total garbage monster 1 but everybody hates her why does amber turd still have a career? 1 wtf is she wearing???? 1 gorgeous? shes looks like a basic white girl 1 and pooped the bed 1 nobody cares about her thats why 1 @hollywoodtv ya she craps the bed too 1 hes more interesting than her 1 he didn't hurt his hand on locaition she sliced his finger tip off at home 1 @silverwood meadows she smashed bottles 1 ur smart 1 @luluel maknun fariha honey i wish also aishwarya is far more beautiful than amber 1 @luluel maknun fariha shes average without makeup 1 amber was his second wife but he does not need to go back to her she abused him 1 @luluel maknun fariha she looks atleast 40 tho 1 james franco tends to go for very young women and amber was 30 at the time so i don't believe they had a sexual relationship he was probably there to give her drugs 1 i think james franco was there to give amber drugs james franco tends to go after barely legal girls and amber was 30 at that time she is too old for his liking 1 so sultry 1 why is she dressed for winter on may 24 in los angeles? 1 there was never a time stamp on the elon and amber cctv footage 1 he was never happy with her she abused him 1 amber is basically the female oj simpson 1 i really hope laura wasser isn't the bad guy here and it's actually the bloom people 1 hold her in contempt of court in virginia 1 d list at best 1 ambers average looking compared to scarlett 1 amber doesn't pay for those dresses her former assistant revealed she would drop depp's name to get free designer clothes 1 she abused him 1 she is a ugly person inside and out 1 she did that cuz she knew the paps were there 1 u find women who poop the bed sexy? gross! 1 narcissistic women particularly get more vindictive and bitter as they age because we live in a society that only values young women look at amber she is 35 and more evil than ever 1 ambers pulling an oj simpson ًں¤£ًں¤£ 1 why does she need security? she is a nobody and whitney was there even tho amber claimed in court they were estranged at the time her purple dress is ugly 1 she is such a karen 1 cuz amber is a narcissist 1 in the tapes they say splitting as in leaving not spitting 1 Name: text, dtype: int64
neg_users = neg_users | {"PureSparkles22"}
df_comments[df_comments.username == "J Lee"].text.value_counts().head(60)
ًںژ¯ 2 im ki nda tired of penn badgely but it looks kinda good 1 speaking of the muscًںگ€ right ? 1 word salad grab the tongs add some romaine a little red onion chick peas please bacon bits bright green broccoli crowns sun kissed kernels of ca corn some chutney and vibrant orange slivers of mexicali peppers she is got this innate creative gift to load up & layer as she is walking the line' 1 oh boy waldman will make chopped liver of her come august and my advice for those who've got sensitive tummies is to buy an ample supply of pepto bismol because it's gonna be rough on your guts as he begins to gut filet & descale this slithery denizen of the deep ًںگچ 1 oh please i would give anything to pass her on the street i would without hesitation stop to ask her where the nearest public bedroom is because i'm in need of taking a queen size' ًں’© i'd do it in a heart beat if i thought i could refrain from laughing hysterically thru my deliveryâ—ï¸ڈ 1 @incredibly average deduce it to: feral untrained vicious untamed 1 @em oh yeh he's got his work cut out for sure her latest atty is a person by the name of rottenborn go figure 1 @nights lover ًں‘چًںڈ» 1 that's correct when another court did dismiss with prejudice 1 @tania haeussler but i like how the studios are remaining silent it's like the kid leaning in the corner who found a safe place to wait because he knows he'll have to suffer for his actions or inactions but until anything's clearly known he'll keep in the shadows to not risk being exposed i like the silence because it's quietly brewing under warner's skin let it brew 1 @tania haeussler yup the silence is golden it speaks volumes ✨it would a basic human i nstinct to stand in ones defense against a perpetrated fraud and how the studios have remained silent indicates (to me) that they are hesitant to speak up too soon' lest a negative outcome means they'll need to eat crow or their own words 1 according to drew the affairs occurred during their marriage it's why the disgust level is so high because depp still lived there it was still his residence too 1 exactly wb is buying time a convenient' deadly virus met its match in a deviant spore (her) 1 @ehacker you wouldn't have to after a toxic interaction with her everything that use to be on your body will fall off in 24 hours oops! 1 she isn't suing him he's suing her for 50mil 1 an a loser is more like it ًں‘ٹًںڈ» 1 yeh they did all those things too while they were on top of each other ًں‘چًںڈ» 1 so true muscًںگ€ should be very concerned in who the lead attorney is could be for this reason that kaplans firm needed to bow out and hand the case over to another agency but kaplan claimed it was due to excess traveling and virus concerns and this is highly suspect which why waldman said: we'll get to the bottom of this 1 because it's already showing how he's trying to protect his best interests himself he's not prepared to hand his reputation over to any attorney when it's on his receipt ًں’¸ 1 looks like he's trying to distance himself from their sorry asses rocky's already in it too deep with her sworn deposition and he figured there just wasn't enough space in their shared grave for wiggle room (smart move for him) 1 it'll ruin his reputation in his industry tesla but the daily mail is strategically releasing more damning articles about the depth of his involvement in the scandal it's my take how this is only the tip of the iceberg and the mail is saving the best for last ًں“© 1 omg crack me upâ—ï¸ڈâ—ï¸ڈ the attorney phrasing the questions is sooo lucky to be alive because without ambers little pile of chipmunk food i am convinced how she would have flown across the table and body rammed this woman into total submission heard: hey bitch you wanna live to see your kids you better have a brownie for me nowâ—ï¸ڈâ—ï¸ڈâ—ï¸ڈ 1 i'll bet ya his wife lisa bonet has something to say about this because she seems like a reasonable person probably why they got married 1 where they've always been nowhere nothing new here 1 yeh that would be a stretch i swear my dog just giggled with this idea ًںگ•@ehacker 1 there are plenty probably hundreds of women in la alone who have cut formal ties with he*rd like jennifer howell and the former assistant kate like de cadenet and many others the ones who got left behind and sucked up into her drama are living to regret the name association alone ah leaves a permanent ًں’© stain on everything she touches and if erw's confessions on mm are going to be heavily scrutinized by the same public who ditched ah for her ridiculous claims on jd then erw needs to detach from and reject all ties to the pos we refer to as turd 1 you said i'm sorry' twice but don't ever say that you are sorry instead load your argument with proof for why people like zs (and zs himself) are sorry assed users and betrayers thanks rob✨ 1 who cares for this bottom feeder whose own initials ah match exactly the orifice attached to the lower intestines ًں‘œًںڈ¼ 1 but she is saying to the horse i didden punch you i hit you don't piss me off or it's off to the dog food plant you are such a baby grow up â—ï¸ڈâ—ï¸ڈ 1 elon dumped her more than a year ago & hasn't looked back 1 @tq lla they paid her buku bux for the video then so there were heavy profit$ to be gained up & down that ladder that ladder was mounted on depps back and he's got the stab wounds to prove it ًں—، 1 she recalibrated the standard week to 8 days 1 @steve pickup yeh don't know how far that sentiment carries in prison ouch! 1 she can't even lie seriously ? she is a prolific liar who becomes tongue tied in attempting to tell the truth and when this happens and it happens frequently she'll resort to telling lies the evidence of this is blatantly clear in listening to the audio of the recording she can not speak the truth without first deflecting blame and forcing it onto depp the truth doesn't require any word gymnastics' to be revealed and this is her mo her skill set 1 @nibs of course unless they've got bias and fallacies to peddle they are lost up shits creek without a paddle let's hope that depp rips the oar away and clocks them but good on their collective heads i'm apt to believe how this small case (344k tabloid) if won by depp will be the preface to the larger defamation case against heard it could set in to motion his wheels (lawsuit) for having been slandered libeled in her washpost op ed and an identical litigation against the brit tabloid 1 she'll never apologize and i personally would never accept it or believe it she is a habitual liarshe needs to eat this one for a very long time & choke on it too like a chicken bone ًںگ“ 1 most decidedly so i do believe she can take her morbid (indecency) to a dangerous level as easy as flipping a switch she could walk thru a pool of blood and convince herself it's water she is walking thru no difference to her 1 @j threefingers wipe that notion from your mind just nichols already made it reasonably clear to ah that she plays by his rules in his playground he did effectually shove a cork in her mouth and shut her down 1 @nerdette's newsstand solly cholly ًں’• 1 she is by definition a very strange and bizarre person but how people were thrown by her (former) good looks negates viewing her as a hardcore psycho and she is 1 @ali karol one year for me 1 @ehacker a fake funeral that marks the end of her career ? 1 it's sky news they are owned by the owners of the ًںœ tabloid 1 jon linked it above 1 @bone he's likely given her no less than one thousand second chances fat chance how she is going to turn over the gospel truth' now that the public knows the score and i don't believe how they'll be able to find an impartial jury come august unless they've all been living under rocks but i do respect your comment thanx ًںچ€ 1 needs to be trained like he's an animal trainer? her parents might tolerate her abusive behavior bc they love their daughter and he's not her parent and clearly doesn't love her ba boomâ—ï¸ڈ ًں’‹ 1 @thelostlenore he ranted to a friend the courts will view it as such because ms morbid hasn't been found charbroiled or swept up on a beach drowned either and trust how she is very lucky to be alive because if she had dished out on someone of a lesser character she very well could have been reduced to being pig slop shoveled into a trough the courts will come to know this too 1 this trial is not happening in hollywood it's going to occur in fairfax county va far away from lala land but in justice wrights courtroom where her la attorneys stunts won't bode well on the east coast we do things different on the east coast ; ) 1 msm spawns from a banal aptitude and works from this platform because it views it's audience in the same regard that they are small minded and void of critical thinking don't place value or lose time in how they perceive depp because they are irrelevant in just nichols' courtroom 1 every single time they were in public now multiply this by 10 1 and both musk & franco have been subpoenaed to appear at depps defamation lawsuit scheduled for june 2020 her former employees will testify for him referencing incidences of blatant abuse which she had exercised on them during their active employment she is up the (proverbial) sh*ts creek from this point forward it's ًں”› ًں’‹â—ï¸ڈ 1 @honey bunny move over grymes the rabbit's in the house need a carrot?ًں¥•ًںگ‡ 1 exactly ًںژ¯ he's been collaterally protected waaay more than she is ever been and for good reason because she stands to lose nothing her career and reputation are shot to shreds she'll be sh*tfaced and shadowed by her own poop like forever but he's the one who stands to lose far more waldman will make sure of this come may 2021 1 @pearl m ًںژ¯ exactly he would have wrecked her if he was an abuser she is a mothball 1 the movie is technically' being boycotted due to the petition which like you posted is growing faster than anyone could have expected it to wb would prefer to ditch her if they could find an angle short of killing her character off permanently but because the uk verdict cancelled jd how can wb come back and report: hey turd guess what? you are cancelled too! 1 @freddy bb heard d' teard 1 exactly when hillary clinton ran in 2016 her campaign jargon quipped: vote for her a political race based on gender & zero tolerance for any contrasting views an authoritarian rulethis living reprehensible contagion is one of the most despised (hated) women in the world & if she and heard ever found each other in the same camp it's certain how these two losers will keep long hours together sharing ًں§ںscams like twins ًں§ں 1 @john if they did but it could have been longer than a year ago no amount of time is long enough for him now that she is dragged him into a lawsuit this is following him like a dark shadow 1 could be how waldman depps attorneys has the muscًںگ€ in his sites for another separate lawsuit down the road wouldn't surprise me not one bit 1 Name: text, dtype: int64
neg_users = neg_users | {"J Lee"}
# df_comments[df_comments.username == "Abbey Sharp"].text.value_counts().head()
df_comments[df_comments.username == "NIBS"].text.value_counts().head(60)
very well said! 2 thank you for all the hard work that you put into these videos the truth matters! 1 @ehacker oh well there is always hollywood news they seem to come up with something every second! and we never tire of complaining about disney!!! 1 ms heard's day of reckoning is fast approaching she has absolutely nothing in the way of evidence her co conspirators are turning on her mr depp's team has put together a remarkable case with an amazing amount of evidence and ms heard contradicts herself at least three times per deposition the media here in canada is covering the story in a fair way but then they never cancelled him for something that he didn't do! 1 if i were her family i would be getting nervous have you read the texts from the day ms heard filed the restraining order? her parents were texting mr depp how much they loved him and how the abuse accusations were false but her lawyer made her file and her mother wanted to adopt him so they would always be family and that he and amber should still get back togetherand they both included don't tell amber that we are texting you! her father said amber told him that if he texted johnny again he would never hear from her again it's going to look bad now that ms heard stated under oath that she confided the abuse to her mother from the very start you can read all the recent texts at incredibly average 1 if ms heard had been smart she would have demanded a pre nup i know that is counter intuitive but mr depp was madly in love with ms heard at that time he is notoriously generous he would have given her more than she asked for when ms paradis and mr depp split they didn't have a pre nup (she is independently wealthy herself from a successful career and her family's wealth) and mr depp gave her anything that she wanted and he split his fortune down the middle and gave her half even if ms heard had gone with a quiet dignified divorce mr depp would have given her all that she asked for and would still be using his clout (because she wouldn't have destroyed it) to get her the best roles that he could find texts just released from about a month into the divorce show mr depp was still in love with her good thing they kept the evidence from himor she might have persuaded him to destroy it! 1 mr heard knew that his daughter was not being abused the day ms heard filed for the restraining order after the news broke both mr heard and mrs heard texted mr depp separately they both assure him that they know the allegations are false that ms heard's lawyer made her claim abuse mrs heard asks if she can adopt mr depp so that they will always be family they both separately tell mr depp that they will always love him thenthey both ask him not to let ms heard know that they texted him mr heard says that she told him if he spoke to johnny again that she would never speak to him again they ask mr depp to delete the texts these texts are part of the evidence they are available in their entirety on youtube channel incredibly average along with other court documents nothing about ms heard's family is normal 1 you absolutely nailed it! the mother's texts are even more damning as ms heard says that she confided in her mother from the very first time that she was assaulted mrs heard tells mr depp that she wants to adopt him so that they will always be family and that she loves him and that the lawyers are forcing ms heard to say all these untrue things about himyou can read the mothers and fathers texts comforting mr depp (this was just after they had all found out about the domestic abuse allegations) in an incredibly average video 1 oh raulperez1 and jiminey kricket you are both so absolutely correct it is a very good thing that narcissists believe that they are smarter than everyone but in fact they are not very smart 1 that was the exact moment that mr depp understood it was never real she played him narcissists don't even know what love actually is it was the sound of a heart breaking coupled with the sudden knowledge that she was capable of doing anything to destroy him 1 @ceecee bee i'm sorry to hear that not so long ago narcissistic abuse was not given enough recognition if anything good can come out of this it is that people will acknowledge the severity of this type of abuse it takes a lifetime of working on it to get over it i hope that you are surrounded by good people and that you can leave the pain behind and have a wonderful life 1 she is not crazy she is a narcissist they choose a victim mirror everything they do and everything they like love bomb them being everything they need until they have isolated them thenthe trap (usually marriage) now they can let their true selves out violent outbursts apologize violence again blame it on the victim how many times does she say you made me in this persuade the victim it is all their fault everyone thinks they are crazy the narcissist is their only friend yes i survived narcissistic abuse no they are not crazy they are evil and they are capable of anything may you never have firsthand knowledge of them i now counsel survivors specializing in teens this case is textbook 1 i noticed that too so i looked up the story every media story originates with emily smith editor of tabloid page six her first job was editor of the sun us she is a shill for the company that mr depp is suing i hope he goes after them for obtaining these texts news group international the parent company already had to close the suns sister paper amid a hacking lawsuit by sienna miller which she won they had to issue an official apology pay 100000 pounds compensation and publicly admit to phone hacking 1 all the stories site emily smith editor of tabloid page six as the source why didn't she report on any of mr depp's evidence? because news group international gave emily smith her first job as editor of the sun us she is a shill for the company that mr depp is suing biased and prejudiced media 1 this is all the sun every media story originates with emily smith editor of tabloid page six her first job was editor of the sun us she is nothing but a shill for the company that mr depp is suing that is why all these reports don't mention mr depp's evidence don't worry the british courts don't take lightly to such character assassination news group international the suns parent company already had to shut down another tabloid paper when they lost sienna miller's lawsuit they also had to pay her 100000 pounds compensation issue an official apology and publicly admit phone hacking even the reporter responsible dan evans was found guilty still i will never support anything ms heard is involved with you are correctthat is the best form of protest! 1 you are correctand she was caught it contributed to the judges decision to dismiss with prejudice these texts are edited and unverified also the sun's parent company was taken to court over hacking sienna miller's messages and lost they had to issue an official apology and pay her 100000 pounds and the reporter was charged and found guilty 1 every story in the media right now has sited a story by emily smith editor of tabloid page six as the source but none of them disclose that she owes her career to the sun the company that mr depp is suing news group international gave emily smith her first job as editor of the sun us that is why the coverage is biased and prejudiced 1 that show would be overhaulin in too depp (tv episode 2015) and you can find it here on youtube! she does hit people an awful lot in thisand was incredibly rude on camera and off! 1 as a woman i can't empathize but i can sympathize always remember: beauty is not in itself evil but evil is always beautiful because it serves it's purpose stay safe out there (we are just getting into the castlevania animated series and it is awesome!) 1 all the media stories stem from one story written by emily smith editor of the tabloid page six and she owes her career to the sun they gave ms smith her first jobas editor of the sun us unbiased and unprejudiced media? i don't think so not one story that i've read discloses that emily smith is a shill for the sun the very company that depp is suing! they read them out in court even though they are unverified this was the best evidence they got from 70000 text messages 1 i am a survivor of narcissistic abuse you have to understand the narcissist they do not present themselves as they are they mirror the person they want reflecting the same interests values thoughts and personality traits they are masters of hiding who they really arefor unbelievably long periods of time they love bomb you shower you with attention with interest with support with giftsuntil you suddenly realize that they have gradually replaced everyone in your life they are abusers they want to cut you off from your friends and family so that you will have no support no back up but them then they trap marriage usually after that they can reveal themselves this is the part that they enjoy the most make everything your fault persuade you that you are crazy gradually let the violence out promise to never do it again become violent again blame you for making them violent mr depp had never met anyone like amber heard he was at a vulnerable age and was quite frankly a bit innocent she saw the weakness and knew exactly how to exploit it when mr depp says i loved you for so many years but you didn't exist you don't exist you are not there you were a made up thing in my head that is the actual moment that mr depp realized that the person that he loved was not real it was all an act she never loved him narcissists are not capable of love it was just a game for fame and money as much as he loved her she was capable of completely destroying him to get as much as she could financially and because to a narcissist destroying people is fun if there are people in your life that you trust be it friends or family always listen if they tell you that something is off about a new person it will save you from a whole world of hurt may your life be filled with every blessing 1 absolutely! when ms heard sold her evidence to the tabloids but refused to submit it to the court for investigation preferring to drop her allegations instead the public should have questioned her motives plenty 1 i'm sorry that i offended you i was pointing out the only proven facts because that was what your original comment was about i do not want you to change your mind only to observe critically you have a wonderful intellect and great compassion and would make a good lawyer or therapist i wish you success in all your endeavours good bye 1 all ms heard's recording revealed was mr depp shouting and banging doors neither of those qualify as verbal abuse verbal abuse is an insidious progression of separating someone from their friends and family and then systematically subjecting them to prolonged verbal assaults verbal abusers rarely raise their voices they can whisper in your ear you are stupid you are worthless no one really likes you have you ever yelled in anger? have you slammed a door? does that make you guilty of abuse? absolutely not california law requires that the police must arrest a documented abuser even if the partner does not want to press charges that is why the lapd had to enter the penthouse and check it and ms heard for signs of violence they found none if the tape had documented abuse mr depp would have been arrested that is the law 1 if you are doing jail time it's difficult to make movies ms heard opted not to have her evidence examined but to drop her allegations of abuse instead they were dismissed with prejudice which means that she is never allowed to accuse mr depp of abuse in court mr depp has submitted eighty cctv recordings into evidence the police are testifying for him along with many other eye witnesses 1 you are not going to get any from ms heard after selling her evidence for profit she refused to turn it over to the court for verification preferring to drop her allegations of abuse against mr depp this resulted in a dismissal with prejudice which means she is never allowed to charge mr depp with abuse in the future all you will get are the eighty cctv tapes mr depp has submitted to the court along with the police reports the lapd officers who are his witnesses along with the many professionals testifying for him ms heard already has multiple arrests including one for domestic abuse against taysa van ree this will mean jail time 1 when the public tolerates anyone breaking the law in order to destroy someone's career then it becomes permissible for everyone to lie in order to have you fired ms heard dropped her domestic abuse allegations before mr depp was charged because she would have had to submit the evidence (that she had sold to the tabloids for profit) to the court for examination and verification the case was dismissed with prejudice the judge determined that ms heard was never allowed to accuse mr depp of domestic abuse in any court of law in the future the domestic abuse is evidence in mr depp's case against a paper and a writer for slander mr depp's case against ms heard is also for assassination of character leading to slander that is everyone's business 1 exactly! my question is why did ms heard refuse to hand over her evidence of domestic abuse and opt to drop her allegations resulting in dismissal with prejudice? she then accepted the minimum amount mr depp could give her by california law in their divorce 1 i so agree! although ms heard dropped her allegations of abuse rather than submit her evidence to the court for verification and the case was dismissed with prejudice (she can never accuse mr depp of abuse in court again) ms heard has constantly grandstanded as a victim of domestic abuse in an attempt to destroy mr depp's ability to work ms heard has only been in a domestic relationship twice and in her relationship with taysa van ree it was ms heard who was arrested for domestic abuse mr depp has never been arrested or charged with da he should not find himself the victim of petitions to remove him from movies as he did with fantastic beasts how do you legally defend yourself when you have never been accused legally ms heard sold her unverified evidence to the tabloids to destroy mr depp and a lot of people fell for it! thank you oblithian! 1 yes and no one assumed he was innocent ms heard dropped her allegations without handing over her evidence to the courtbut she did sell that evidence to the tabloids for many thousands of dollars tmz reported how much money they paid her for her evidence since the divorce she has sold herself as a victim of domestic violence she has only been in two domestic relationships and she was arrested in one for domestically abusing her partnersoshe has systematically persecuted mr depp and vilified him in public after refusing to produce her evidence to the court and dropping the case 1 that's because the writer already wrote an article vilifying mr depp before he instigated his two lawsuits even though it was public knowledge that ms heard refused to submit her evidence and dropped her allegations before the divorce this article is attempting to cover for the fact that the author jumped to conclusions before the whole story came out 1 it is true that ms heard refused to allow her evidence to be investigated by the court and opted to drop her allegations and have them dismissed with prejudice but mr depp has submitted a very large amount of evidence to the court for his cases this evidence will be investigated and determined to be true or false then we will know the truth these cases are very expensive and draw more attention to her original allegations so i doubt that mr depp would have pursued these two cases unless he feels he has a reasonably good chance of winning 1 you are incorrect it has already damaged victims of abuse why do you think every domestic abuse charity refused her settlement money? one proven liar hurts everyone involved mr depp seems determined to clear his name 1 did a bad deed? she broke the law people who break the law multiple times as ms heard has must suffer the consequences studio's know that the consequences of some crimes result in the public rejecting actors in movies studio's invest many millions of dollars in movies do the crime do the time! when ms heard dropped her allegations of abuse before mr depp was even charged because she refused to submit her evidence (which she had already sol to the tabloids) to the court for verification the judge dropped the case with prejudice ms heard is never allowed to charge mr depp with domestic abuse again all she does now is grandstand as a survivor of dv she has only been in a domestic relationship twice with tasya van ree it was ms heard who was arrested for domestic violence that just leaves mr depp and eighty cctv recordings multiple pictures and witnesses including the lapd officers called to the scene all testifying for mr depp with the extortion letter from ms heard's lawyer i'm thinking thirty five years 1 @frankie lucky you are confusing victims of child abuse with victims of domestic violence victims of child abuse who do not receive the correct psychological treatment have a statistically higher rate of committing child abuse victims of domestic violence have no propensity to commit domestic violence upon others in fact they have demonstrable increase in working to support other victims most shelters are staffed by volunteers who were victims themselves 1 apparently woman domestic violence against women doesn't count either ms heard was arrested for the domestic assault of her then partner tasya van ree in 2009 but all the domestic abuse rights groups still wanted her as a spokesperson 1 if this is the best evidence that the sun could obtain from 500 gigabytes of text and e mail the sun's going down news group international has already lost a hacking messages lawsuit that resulted in them having to close the sun's sister paper issue a formal apology and pay 100000 pounds to sienna miller and admit to phone hacking wonder why this was reported but not mr depp's evidence? emily smith editor of tabloid page six and the originator of every media story was given her first job by news group international as editor of the sun us she is nothing but a shill for the company that mr depp is suing 1 tabloid media is all over this but not any of mr depp's evidenceand i became curious every story sites emily smith editor of tabloid page six as the source her first job was editor of the sun us she is a shill for the company that mr depp is suing 1 you were there when they both used cocaine? 1 yes the sun's parent company lost a phone hacking lawsuit they had to issue an official apology and pay 100000 pounds compensation to sienna miller and reporter dan evans was found guilty 1 @sonic970 i enjoy talking to you also i don't think that i qualify as a fan of mr depp (although i understand that he has many of them) i have never seen any of his films in a theatre and i have only seen fifteen of his ninety one movies i have impaired vision and cannot watch too many movies mr depp is not the reason that i am involved in this case 1 @sonic970 even by my standards thirty four is definitely *not* a young girl it *is* sad that amber heard likes young girls but she is getting a little too old to attract them i support the facts the narcissisticly abused and most importantly *justice!* 1 @sonic970 well hello sonic970! how are you? i haven't heard from you in a while! what are you talking about? 1 @ezra don't worryi don't *expect* ah fans to be able to read! 1 @me not mr depp can not go to jail for domestic abuse because the judge after reviewing ms heard's evidence and the evidence provided by mr depp dismissed ms heard's case stemming from her *temporary* restraining order *with prejudice* in 2016 just before the divorce the exact meaning of this verdict is that the judge found ms heard's case to be egregiously flawed and without merit and the result of this verdict is that ms heard can never bring these charges against mr depp anytime in the future the documentation is now available in the public domain in the california court system for you to verify this dismissal verdict the recent acknowledgement by the united kingdom high court that ms heard lied to the judge that she committed perjury during the trial that she failed to donate her divorce settlement to charity and that she failed to disclose all evidence in the case is a substantial blow to the case in virginia the fact that kevin murphy is in the process of reversing his testimony in the australian dog smuggling case and the australian high court intends to open a case against ms heard for suborning perjury under the threat of being fired which carries a thirteen year jail term (three years more than smuggling in her dogs would have carried) and that making a public statement that you are donating money to a charity is considered a legally binding contract in the state of california as is giving interviews that state that the donation was completed (and issuing press releases that the donation was completed) it appears that ms heard will be spending a great deal more time in court kate james may also decide to sue ms heard for appropriating her sexual abuse story (which was well documented at the time it occurred in police reports) these are the already pending cases after the virginia court weighs mr depp's evidence and it should be noted that american courts don't dismiss the police reports of two separate sets of specially trained domestic abuse police officers as well as ample physical and testimonial evidence in favor of stories with no evidence of any kind to substantiate them ms heard is facing potentially an entirely new set of charges stemming from attempted extortion suborning perjury and the fabrication of evidence even if mr depp lost the defamation case as unlikely as that may be he is still not facing any jail time you should also take care in the language you use to harass the survivors of narcissistic abuse who support mr depp as every comment is being reported and recorded in a central account to be used as evidence against ms heard for encouraging her fans to antagonize and threaten anyone who supports mr depp 1 @shreyan kanvinde aquaman made only $335061807 in it's american releasea very reputable sum but not particularly remarkable the largest portion of aquamans worldwide gross of $1148485886 was in the east china providing the largest market since the release of aquaman relations between china and the united states have become less favorable and american movies are not doing as well it is highly unlikely that any current movies will be received with as much enthusiasm in china again amber heard is not just a bad person she is a criminal she has not done things that wrong she has committed crimes australian authorities have re opened the dog smuggling case because kevin murphy revealed under oath in the sun defamation trial that amber heard is guilty of subornation of perjury ms heard threatened to have him fired if he didn't lie to protect her he is in the process of changing his testimony and ms heard will be facing a potential seven year sentence in that country aquaman 2 is slated to film in australia the washington post defamation trial will result in charges against ms heard in the united states the list of crimes is much more extensive in this case fabricating evidence and selling it to the tabloids for profit tampering with evidence and selling it to the tabloids for profit tampering with witnesses making an illegal heavily edited video of mr depp without his knowledge or consent and selling it to tmz for profit (tmz cooperated with the police investigation in this case) making an illegal recording of laura divenere without her knowledge or consent (her lawyer indicated that ms divenere would like to proceed with charges) subornation of perjury perjury to obtain a restraining order perjury in the divorce deposition perjury in the sun defamation case deposition perjury in the sun defamation trial perjury in the washington post defamation deposition perjury in the washington post defamation trial assault causing bodily harm attempted extortion (see the spector letter listing ms heard's financial and property demands *before* she made any allegations of abuse) and defamation each one of these crimes has it's own sentence attached to it ms heard is not looking at a misdemeanor sentenceshe is looking at some serious hard time on top of all that as mr waldman has pointed out the penalty for perjury in the united kingdom is up to seven years imprisonment ms heard's crimes now span three different countries as a narcissistic abuse survivor and counselor the repercussions of dceu supporting ms heard in light of her crimes would be devastatingbut since warner brothers clearly stated in the praecipe letter from wayne m smith senior vice president corporate legal that warner brothers *requires* mr depp for fantastic beasts but makes no mention of ms heard and ms heard has not even been informed of when aquaman 2 is shootingit appears the matter of whether she will be in aquaman 2 has already been settled 1 @last emperor how delightful to hear from you i had a suspicion that you would leave comments on every pro depp comment in this thread i find the psychopathy of obsessive fandom very interesting i had no idea that you were so personally involved in this case you would be of much more assistance to ms heard if you were willing to take the stand to testify on her behalf because although you *know* that ms heard was attacked no less than twelve times as of this moment she has no viable evidence that she was ever attacked i state with confidence that the incident involving broken glass alcohol bottles would have resulted in a hospitalization of no less than three weeks i have unfortunate experience with such injuries the paramedics arriving with the ambulance would have medicated the subject with narcotic painkiller the injuries would have chemical burns from introduction of alcohol and contaminants into them a team could have removed the glass and contaminants over a period of about eight hours using x rays to locate the glass shards which covered the patients entire back and the bottoms of both feet then the injuries would have to be closed using staples stitches tape or adhesive depending on the size and depth of each cut glass bottles produce very jagged cuts so infection is always a concern the patient would require a tetanus shot and a full course of antibiotics the high risk of infection would result in the length of the hospitalization a professional would be required to change the dressings and monitor the wounds the patient could not do this themselves as the injuries on the back and soles of feet would not be accessible and the pain would require sustained amounts of painkiller the injuries could not be exposed to the sun for a period of a year as the scar tissue has a tendency to pigment after a year the reconstructive surgery could begin minimizing ripples and reducing the scars to fine lines unfortunately there is no record of any of this a single report of an x ray would go a long way to prove abuse in the united states the upcoming trial will be very different from the british trial as ms heard will be the defendant in this case opinions will not matter only verifiable evidence will be admitted 1 @christina taft i'm sorry but you have confused me with someone else i have never been charged with any crime and never been arrested my work requires that i have police checks regularly i am a survivor of narcissistic abuse and now counsel young people facing narcissistic abuse and it's resulting trauma at the time ms heard left highschool in texas she was arrested for a crime that resulted in a five year driving ban there is no crime in my country that can result in such a prolonged ban therefore the crime must be singular the arrest record is sealed but is archived and may be one of the arrest records that ms heard has been ordered to produce for the virginia defamation trial we are aware of the existence of this sealed arrest because ms heard was arrested in california for driving while her license was revoked in 2009 in the seattle/tacoma international airport ms heard was arrested for the domestic assault of her wife tasya van ree (at the time ms heard had changed her name to amber van ree) the assault was witnessed by the two arresting officers and an airport full of people ms van ree had a valuable piece of jewelry ripped from her neck during the assault the officers queried ms van ree if she wanted ms heard arrested and she responded in the affirmative ms heard was taken to the police station for booking and spent the night in jail she was arraigned the following day (an audio recording of the arraignment survives and is accessible if you desire to listen to it) the judge and the prosecutor noted that both women lived out of state and for that reason opted to hold the case open for a period of two years on the chance that ms heard would reoffend or that tasya van ree would decide to prosecute ms heard when ms heard met mr depp she attempted to have this arrest expunged from her record when the press discovered the arrest ms heard suborned *the victim of the assault* tasya van ree to release a statement that would clear her name if a *man* had assaulted a *woman* and then contacted the *victim* of the assault to write a statement *to clear his name* the #metoo movement would have erupted in *outrage* this is the statement of tasya van ree: in 2009 amber was wrongfully accused for an incident that was misinterpreted and over sensationalized by two individuals in a power position i recount hints of misogynistic attitudes towards us which later appeared to be homophobic when they found out we were domestic partners and not just 'friends' charges were quickly dropped and she was released moments later she added it is disheartening that amber's integrity and story are being questioned yet again this statement contained so many lies that the arresting officer officer beverly leonard agreed to give an interview correcting the mistakes ms van ree made the official declaration submitted to the court indicated ms van ree called the police to have amber heard arrested officer beverly leonard is an openly gay woman and gay rights advocate who donates her time to domestic abuse shelters she found the description of her as misogynistic and homophobic to be amusing and inaccurate the charges were *not* quickly dropped and ms heard was *not* released moments later as tasya van ree did not provide bail for ms heard and she was forced to spend the night in jail even ms van ree's final statement amber's integrity and story are being questioned *yet again* is worded to make ms heard appear a victim ms heard went to great lengths to make sure this arrest story did not become public knowledge i can not find any record of it being reported before the depp/heard divorcewhich is when ms van ree wrote this storytherefore ms heard's credibility was *never* questioned ms heard's other arrests were not for physical altercations but i do find the australia case particularly distasteful ms heard pleaded guilty to falsifying official documentation to australian immigration to smuggle her two tea cup yorkies into the country *knowing* the dogs would be euthanized if they were caught all animals must be quarantined before being admitted into australia because rabies does not exist on that continent the only test that is conclusive for rabies requires the dissection of the animals brain it was revealed during the british trial that ms heard had suborned perjury from estate manager kevin murphy threatening to have him fired mr murphy began proceedings to change his testimony when mr depp and ms heard divorced he has documentation that proves he repeatedly told ms heard what the consequences would be if she smuggled the dogs into the country it was cruel to endanger those two small innocent pets ms heard has some other arrests that will be exposed during the virginia trial as the judge has ruled her previous arrests are necessary to the case we may learn of other incidents but the abuse arrest is definitely pertinent in this case as a narcissistic abuser will have a history of abuse and will continue to abuse this is part of the disorder all of this information is in the open domain you can google any of the key words and legal documents news stories and other sources will be available to you if you have trouble finding anything leave a comment and i will direct you to my sources 1 @last emperor how eloquent you are your extensive education and experience are put beautifully on display you are truly the finest example of an amber heard fan that i have had the pleasure to encounter i am conversely not interested in any of the personalities involved in this case i am a narcissistic abuse survivor and counsellor heavily concerned with the litigations of such crimes it is sadly not unusual to see crimes of this sort mishandled by the court systems all over the world fortunately where the law may fail us behavioral science always delivers justice in the end you have nothing to fear from this outcome as you have so succinctly illustrated your belief that amber heard is not a narcissist (although she does have that diagnosed disorder) narcissists are absolutely incapable of changing their pattern of behavior a narcissistic abuser will have abused in their past and most importantly they will abuse again in their future it is only a matter of time before the truth will be irrevocably established incidentally the virginia court ruled today to allow amber heard's prior arrest for the domestic assault of her wife tasya van ree in 2009 witnessed by two arresting police officers (and an international airport full of people) and held open for a period of two years from the arraignment 1 @ehacker jon you are just too cute best answer ever! and yes jesus is god i am saved 1 @hi wall amber heard even accused the police of lying in their reports (tmz amber heard: cops are lying they saw me bruised and battered 6/1/2016) but the fact that there were two witnesses that night and two 911 calls resulting in two sets of two police officers who both examined all of the apartments for signs of an altercation and for marks bruises or injuries on ms heardi think her lawyer advised against it it was a complex case ms heard had set it up so that she didn't call the police despite telling the press that she had she never filed a police report at the time i believe that they had little evidence against her other than her deposition raquel pennington was clever enough to say she never actually witnessed any abuse in her deposition #metoo was all over the news at that time the judge dismissed the case with prejudice and that should have ended it now ms heard will have to testify in court in the virginia defamation case her co conspirators will also have to testify that testimony along with every story every video and every speech that ms heard has given will provide ample evidence mr depp's lawyer has subpoenaed every text message every recording every single piece of evidence pertaining to ms heard's attempt to frame mr depp they will prosecute after all the evidence is laid out in the upcoming trial 1 @hi wall at the time ms heard was attempting to frame mr depp he was still very much in love with her he continued to protect her during the divorce (he submitted the pictures of the uh bed incident to the court with the condition that only the judge and the lawyers could see it because it could harm her reputation) but ms heard being a narcissist had to keep forcing the issue after the virginia defamation case ms heard can be prosecuted for the multiple crimes that she committed mr depp's lawyer adam waldman is an incredibly astute attorney and i believe that when the defamation suit ends he will see that ms heard faces justice 1 @tkps i believe that you are completely correct in the beginning it was supposed to be a bluffnone of the co conspirators ever thought that they would be risking their own freedom amber's sister whitney now has a baby josh drew had a deposition in nov 2019 and since that time mr depp's team has a great deal more knowledge mr drew is no longer married to raquel pennington so he's the most likely to break ranks and side with mr depp in order to save his skin 1 and this screengeek article is clearly a fake the source can only be amber heard herself one single source issues a statement from warner brothers then issues a statement from l'oreal paris then issues a statement from amber heard's lawyers? the statement is also full of mistakes it says ms heard has chosen not to settlebut mr depp is the plaintiff he's the only one who could settle ms heard is planting stories and trying to play us for fools i thought screengeek was better than that ms heard must be giving them favors 1 you have it in one! i'm so disappointed in screengeek i thought they were fairly credible until this article the only person who could have made this many mistakes in an article is amber heard herself she decided not to settle in a case where mr depp is the plaintiff she has damaging evidence but didn't give it to the court in the domestic abuse case the judge closed the abuse case with prejudice does she think that she can easily fool everyone? 1 @sonic970 well it appears that we are both approaching our birthdays then as i am also sagittarius 1 ckrat67 you escaped with your life and your sanity you won i am a survivor as well stay well and stay strong my friend 1 @donna it broke my heart to hear the pain in that realization every survivor of abuse and every empath knows what he felt it has been incredibly brave to take this public but mr depp will have helped so many people living with and trying to escape narcissistic abuse 1 a lot of people lose parents in their teens thirty four is youngbut not that young ms heard herself is responsible for the divorce and the airing of dirty laundry if she hadn't courted constant publicity and sold herself as the spokesperson for domestic abuse victims mr depp would not have had to sue her to clear his name in the recordings he begs her to settle quietly if ms heard had not been so obsessed with hurting mr depp's career and personal life she wouldn't have been fired the blame for all of this can be laid squarely at amber heard's feetandas she is a narcissist intentional suicide is very unlikely they threaten they even pretend but they are the center of their universe the only person who counts i would be more concerned that she would take one of the guns that she brags about owning and be gunning for mr depp because even though he tried to divorce privately and move on ms heard is going to blame all of this on him 1 emily smith editor of the tabloid page six wrote the original story that all the other media outlets have picked up on and she owes her career to the sun her first job was editor of the sun us that's why she didn't mention the complete text or any of mr depp's evidence an unbiased and unprejudiced media? i think not 1 Name: text, dtype: int64
neg_users = neg_users | {"NIBS"}
# df_comments[df_comments.username == "ko 3"].text.value_counts().head()
Users with the Most Likes¶
- Comments Created OVER TIME
- Peak Dates
- Negative Comments
- Comments on Peak Days
- Comments on Peak Hours
- Comments on Peak Times
- ------------------------------
- Top Commented Users
- Users with the Most Likes
- Users with the Most Replies
- Users with Negative Comments
- Most Repeated Comments
- Same Text Same Date
- Deeper Investigations
df_nlikes = df_comments.groupby(['username']).agg({'text':'count', 'nreplies': 'sum', 'nlikes': 'sum'}).reset_index(
).rename(columns={'text':'ncomments'}).sort_values('nlikes', ascending=False)
df_nlikes.head(15)
| username | ncomments | nreplies | nlikes | |
|---|---|---|---|---|
| 527214 | Mary Shephard | 1 | 486.0 | 179715.0 |
| 506112 | Madison Beer | 1 | 498.0 | 121555.0 |
| 95669 | Baby Bunny | 1 | 441.0 | 70997.0 |
| 806492 | Tom Harlock | 43 | 484.0 | 60284.0 |
| 416661 | KAT PURFECT | 4 | 487.0 | 54886.0 |
| 527481 | Maryam | 9 | 279.0 | 51396.0 |
| 874222 | _thesmellofnewsneakers _ | 2 | 470.0 | 48562.0 |
| 459263 | LadyDominion | 1 | 445.0 | 46526.0 |
| 310768 | Gus Johnson | 1 | 134.0 | 43136.0 |
| 108083 | BetweenTheRaindrops | 129 | 316.0 | 42848.0 |
| 1031687 | tim lister | 1 | 199.0 | 38317.0 |
| 567674 | Mr. Bruhhh | 1 | 495.0 | 37998.0 |
| 179681 | Crypto Info 2 | 1 | 133.0 | 37522.0 |
| 911174 | demi demi | 1 | 156.0 | 36922.0 |
| 7215 | 8-Bit Tex | 1 | 149.0 | 36448.0 |
myset = {'Maryam', '_thesmellofnewsneakers _', 'BetweenTheRaindrops', 'tim lister', 'Eric Wilson', 'Jo Gauthier'}
colors = []
for user in df_nlikes.head(15)['username']:
if user in myset:
colors.append('red')
else:
colors.append('#5296dd')
print('\nNote: Negatively commenting users are highlighted in "red"')
helpers.barh(df_nlikes[['username', 'nlikes']].head(15), "Top Commentd Users", c=colors)
Note: Negatively commenting users are highlighted in "red"
df_comments[df_comments.username == 'Mary Shephard'].text.value_counts().head()
she could steal my man and i would be mad that she wanted him and not me 1 Name: text, dtype: int64
# df_comments[df_comments.username == 'Madison Beer'].text.value_counts().head()
# df_comments[df_comments.username == 'Baby Bunny'].text.value_counts().head()
# df_comments[df_comments.username == 'Tom Harlock'].text.value_counts().head(10)
df_comments[df_comments.username == 'Maryam'].text.value_counts().head(10)
amber is truly a natural beauty ( if that's her real face) 1 if they haven't given johnny his fuckin role in pirates of the caribbean i'm fighting someone 1 guys please stop hating amber i'm tired of liking all the comments 1 this music keep playing in my head wtfًںک£â¤ًں”¥ 1 @kelli danielle haha i see 1 nice shoes where is ur fucking proof? amber is a malicious disgusting woman men can be abused she chopped off his fucking finger and tried to kill him tarnished his name and got his jobs gone 1 i want another puppy cuz i already have a puppy and i want another one!hehrh 1 tysmmmm and pls reply 1 @gachamuu yup 1 Name: text, dtype: int64
neg_users = neg_users | {"Maryam"}
df_comments[df_comments.username == '_thesmellofnewsneakers _'].text.value_counts().head(10)
guys please stop insulting amber heard i'm tired of liking your comments 1 yeah her eyes are not open all the way like she is trying to look sad 1 Name: text, dtype: int64
neg_users = neg_users | {"_thesmellofnewsneakers _"}
# df_comments[df_comments.username == 'Gus Johnson'].text.value_counts().head(10)
df_comments[df_comments.username == 'BetweenTheRaindrops'].text.value_counts().head(60)
one more thing i don't know if that's been proven or what but when i first watched the video of johnny hitting the cupboards i couldn't believe it was him i mean there's something about the face on that video that seems different to me from johnny and i think i saw someone saying the person in the video didn't even have the tattoos that johnny has on his fingers i've never watched the video for the second time and i don't want to so i can't back that up i do wonder if even that video was real 1 must have been tired for violently attacking depp since he's the one with photos of bruises 1 seems like he wasn't paid (because he didn't find any dirt) and since her lawyer admits he was let go he decided to sell it to the media to get some money 1 @kristine hansen where was she subjected to verbal abuse though? telling an abuser to treat someone better and not abuse them is not verbal abuse my comment was hypothetical the quote in the video is from now it's not something that was told to her as far as i know the only person who actually confronted her was johnny's mother and again amber was physically and mentally abusive towards him and several other people telling her to stop being a pos is not abuse ًں™„ 1 @iamme âک€ï¸ڈ the most ridiculous one is the he threw 30 bottles at me like grenades!! the fact that some people buy this sh*t is so sad 1 it's an ongoing case that's going trial ًں™„ i wonder if you'd tell a woman she should just move on 1 we have brian ًں¤£ 1 i think it was blair berk 1 because people didn't care? her case was dismissed with prejudice it's the media and the public that never looked at what johnny was saying even then 1 if she is acting then she is lying no? isn't that the same thing? she is sitting for an official deposition for a restraining order if it was publicity stunt for her then it's lying 1 the media reports some of the information but unfortunately they are very selective i've read a comment once that abused men aren't a popular topic for the press plus the media have spent the last three years absolutely trashing his name left to right for them to be able to properly report what's going on they would have to admit their mistake 1 @thebluearmy33 because the op ed for washington post began circulating in virginia it's a place of origin of the defamatory publication 1 she doesn't have a ro against him anymore it was temporary and it was dropped with prejudice the texts are from 2016 1 nope just her 1 at that time he probably didn't but i genuinely hope that since then it's become clearer 1 @jessica yeah but as you said he did try that on you here's amber the one both saying this and convincing johnny no one would believe him that's what i meant she had no reason to bring it up since johnny wasn't taunting her about it he didn't even hint at it in her case it was more like this is the truth but if you are thinking of telling this to the world know that no one will believe you so better don't even try just do what i want 1 johnny is suing the sun magazine and heard herself for defamation for the fake allegations so it was filed as evidence in the cases 1 knowing it was going to go viral??? are you serious right now? this was recorded in 2016 and he doesn't have social media i think it going viral was the last thing he'd think of considering he didn't even know what it is also she had a restraining order against him at that time he was protecting himself by recording this did you know she also flew to meet him in san francisco while she had that ro? and then tried to say he violated it wanted to get him into trouble for that besides they recorded their arguments as a form of therapy so while she might have not known this was being recorder she certainly knew all the other audios were recorded in fact they were recorded on her phone and in those she admitted to abusing him so whether he's trying to make himself sound good here how the hell does it change what she said? she literally said whenever they had an argument he'd leave he never fought with her which means he wasn't abusive in her own words because he always split and she spent an hour yelling at him about it so this comment is just extremely ignorant 1 @deekat3279 she had avoided deposition for the restraining order request and then asked to have the case dropped yes but she was forced by the judge to finally give a deposition and she did (where she confessed) only after that was the case dismissed with prejudice 1 yes he has said he had a violent childhood and that his mother would hit him 1 victim blamer 1 and that's relevant how? she has a known drug problem but unlike her he was never arrested for abusing a partner she was 1 ???? what kind of comment is that he's 56 he's not gonna look 30 forever and he went through years of mental and physical abuse 1 @kara a there are literally witnesses who gave testimonies under oath that they saw her abusing him and him not responding physically at all 1 why couldn't she just leave him alone and move on with her life? she is the one who kept referencing him while he never mentioned her until he filed the first lawsuit last year he did try to move on she being the abuser that she is did not 1 from amber he filed a defamation lawsuit against her 1 no she is a serial abuser he never abused anyone 1 that is a lie mr franco didn't and doesn't live in the building nor does he live in the hallway of mr depp's private penthouse floor to which elevator 3 goes adam waldman 1 @pan tau that's what the trial is for you know but keep deluding yourself we'll see in the end 1 whether they left together or not doesn't matter he saw her face that's the point that's why they want him to testify also if you think this undermines her credibility you obviously do admit that she is doing something wrong 1 @pan tau yet here i am getting no money for my comments i must have missed the memo :( 1 @lps yep that's her new version even the previous audio i did start a physical fight apparently now means she punched him because again his life was in danger from drugs geez she is real piece of work 1 the us case is a jury trial the judge is making decisions now but not at the trial 1 @julia mimi so many of her friends backed her up? it's literally four people who lied because she was going to get money and most likely promised them some the only people who filed declarations in 2016 were those that were present on may 21st and they knew he didn't do anything to her so they knowingly lied they were in on the hoax no one else spoke up for her you can speculate all you want fact is her claims have been refuted so looking for any tiny grain of truth she might have told in a sea of lies is ridiculous at this point she deserves no benefit of the doubt 1 he ran away because she was abusing him what's so hard to understand? was he supposed to just stand there and be her punching bag because he's a whole man?? 1 sure that's why multiple other people have accused her of being abusive towards them 1 @aye me you are victim blaming yourself for not leaving sooner? i don't think you should but that's up to you however she is not right she didn't say he didn't leave sooner or anything of that sort she said she gave as good as she got that means she thinks amber would abused johnny back it implies she fought back/reacted he was the cause/instigator that is factually wrong and ignorant johnny didn't abuse her and he is not at fault for being abused you can think he's to be blamed for not breaking it off sooner or you like (although witnesses have stated he was worried what she'd do if he left it's psychological manipulation part of the abuse) but she did not give as good as she got she abused him period 1 i think being a good guy is the problem here he didn't want to see the evil in her he saw the good in her and she took advantage of it 1 @nerdette's newsstand yes here: https://newsskycom/story/johnny depp libel case star found discovery of faeces in bed hilarious 12025369 1 a lot was left out in this video she also said she mixed other prescription drugs and took them way more than should have something on acne which i don't remember the name of 1 accutane and provigil those two 1 i think it's being reported again because of the trial 1 they both knew it was being recorder they mention it in the audio go listen to the tape my battery is running low it seems they recorded their arguments maybe as a part of working on their relationship i'd say they were advised that by someone my parents fought a lot but then they would argue who said what i'd say that was their case too so recording themselves was a good idea to go over it again 1 they both knew it was being recorded they recorded their arguments seemingly for therapy purposes they both acknowledged the tapes in this audio and its recorded on her phone as she says towards the end her phone is dying 1 see a part of me thought that sounds reasonable too except the more audio you hear the more you realize these arguments she'd start were most likely about something ridiculous where she'd yell at him for breathing the wrong way and also anytime he makes a point she finds a way to change the subject because what he says is irrelevant apparently 1 so she is hitting him but he's the abuser for pushing her away from him? ok 1 it's literally her phone she is saying her battery is dying oh my god 1 the court? he's suing her those are evidence 1 that's false the judge said he doesn't take the evidence against her into question he accepted whatever she said on the witness stand if there was evidence against her and she denied it he said i accept it this is how false information spread read the verdict if you won't don't talk about these things this is someone's life he lost a civil lawsuit because of gender bias and now people think it means he abused her it's so wrong 1 @julia mimi also no his finance team didn't say that they said they were aware of her allegations not aware of anything that actually occurred 1 @brainjock it is stated in johnny depp's court documents that multiple women have reached out to them to share their stories of how they've been abused it even said they are still fearful of her some outlets even reported it but of course it didn't get any attention when it came out people are only listening now 1 your comment proves people can twist anything he was angry because his managers lost/stole from him hundreds of millions of dollars i'd like to see your reaction which ties to your last point it was the work of his managers which depp later sued because of it and won and uhm you are really gonna bring up his sobriety when he was literally abused? victims turn to alcohol or drugs to deal with abuse and the paint on the wall was done after she abused him and his finger got cut off he was in a toxic shock 1 victim blaming are we 1 @minecraft chris okay i'm confused how is that relevant to what i said? 1 every person on the planet has issues that's not the matter here is it? it's who was abusive and that was clearly amber and she set her victim up 1 @maria i don't understand how? 1 i mean anyone can try to use it against him but i don't think it would actually work in a court of law as it contradicts her claims it undermines anything she said happened from dates sequence of events to what actually happened she first said he injured himself by punchind a wall then by destroying a phone no mention of that but her confession of throwing a bottle she also said johnny didn't receive medical attention for almost 24 hours after it also not true he was obviously treated on the same day even said was an argument about their upcoming marriage they were married one month prior to that day the court would never believe bits and pieces they'd try to spin they have to take all facts into considerations 1 yes a former addict should have handled his addiction better under severe abuse of course it is his fault he relapsed while being abused because it's so easy sigh if it's not clear to you from the recording that some of the stuff they say is what she told them happened because they were not there they talk about what she told them that's really sad there is a 75k damage but who really caused is unclear as all they knew was what amber told them and she hasn't been the most truthful person out there jerry even expresses his doubt about what she told them 1 @ray olson but why now? she made it public it's too late for it to be private she destroyed his name he has the right to clear his name in public 1 @ray olson but it is being done in court? you understand there's a lawsuit going on? but it's not sealed so evidence is publicly available on the court website what's the big deal? 1 Name: text, dtype: int64
neg_users = neg_users | {"BetweenTheRaindrops"}
df_comments[df_comments.username == 'tim lister'].text.value_counts().head()
they won't believe you because you are a man she is not a victim 1 Name: text, dtype: int64
neg_users = neg_users | {"tim lister"}
# df_comments[df_comments.username == 'Crypto Info 2'].text.value_counts().head()
# df_comments[df_comments.username == 'demi demi'].text.value_counts().head(10)
# df_comments[df_comments.username == '8-Bit Tex'].text.value_counts().head(10)
df_comments[df_comments.username == 'Eric Wilson'].text.value_counts().head(10)
the war is not coming to the surface 1 why give this abuser screentime she is not a victim 1 amber heard will take care of him 1 disney's been out for40years 1 his mom was single mom so the kids were all screwed up 1 Name: text, dtype: int64
neg_users = neg_users | {"Eric Wilson"}
df_comments[df_comments.username == 'Jo Gauthier'].text.value_counts().head(10)
im canceling her if i ever see her name on a movie premiere i aint watching it who's with me? 1 if she knew knew johny had the tapes she is a very dumb bitch 1 true this is making sense 1 Name: text, dtype: int64
neg_users = neg_users | {"Jo Gauthier"}
df_comments[df_comments.username == 'Ty Y'].text.value_counts().head(10)
you know your friend ain't fake when you run out of your house and he runs with you without asking why ًں’¯âœٹًںڈ» 1 Name: text, dtype: int64
Users with the Most Replies¶
- Comments Created OVER TIME
- Peak Dates
- Negative Comments
- Comments on Peak Days
- Comments on Peak Hours
- Comments on Peak Times
- ------------------------------
- Top Commented Users
- Users with the Most Likes
- Users with the Most Replies
- Users with Negative Comments
- Most Repeated Comments
- Same Text Same Date
- Deeper Investigations
df_nreplies = df_comments.groupby(['username']).agg({'text':'count', 'nreplies': 'sum', 'nlikes': 'sum'}).reset_index(
).rename(columns={'text':'ncomments'}).sort_values('nreplies', ascending=False)
df_nreplies.head(15)
| username | ncomments | nreplies | nlikes | |
|---|---|---|---|---|
| 590452 | Nerdette's NewsStand | 1024 | 1417.0 | 5474.0 |
| 916131 | eHacker | 8343 | 1411.0 | 14892.0 |
| 646613 | PureSparkles22 | 1160 | 1369.0 | 32298.0 |
| 184876 | DELCARAJO TV | 82 | 1327.0 | 10281.0 |
| 785925 | ThatUmbrellaGuy | 176 | 1285.0 | 12186.0 |
| 795827 | TheQuartering | 33 | 994.0 | 8549.0 |
| 343333 | Incredibly Average | 237 | 924.0 | 17318.0 |
| 809154 | Top 10 Beyond The Screen | 14 | 883.0 | 3575.0 |
| 344129 | InformOverload | 37 | 846.0 | 2580.0 |
| 408266 | Judy Alexander | 386 | 772.0 | 14450.0 |
| 966396 | lisa richards | 631 | 736.0 | 9675.0 |
| 275226 | Flashback FM | 4 | 654.0 | 25544.0 |
| 827093 | Vampire Daddy | 229 | 625.0 | 14242.0 |
| 412775 | Just Some Guy without a Mustache | 34 | 601.0 | 25829.0 |
| 534660 | May Jones | 1 | 500.0 | 27866.0 |
myset = {'Top 10 Beyond The Screen', 'ThatUmbrellaGuy', 'PureSparkles22', 'TheQuartering', 'Judy Alexander',
'lisa richards', 'May Jones'}
colors = []
for user in df_nreplies.head(15)['username']:
if user in myset:
colors.append('red')
else:
colors.append('#5296dd')
print('\nNote: Negatively commenting users are highlighted in "red"')
helpers.barh(df_nreplies[['username', 'nreplies']].head(15), "Top Commentd Users", c=colors)
Note: Negatively commenting users are highlighted in "red"
# to get the users investigated before
set(df_nreplies.username.head(15)) & set(df_nlikes.username.head(15)) | \
set(df_nreplies.username.head(15)) & set(df_top_users.username.head(15))
{'PureSparkles22', 'eHacker'}
# # to get the users not investigated before
# set(df_nreplies.username.head(15)) - set(df_nlikes.username.head(15)) - set(df_top_users.username.head(15))
df_comments[df_comments.username == 'Incredibly Average'].text.value_counts().head(60)
noted editing error: at 31:23 both date tags should read december 16 2015 (not 2016) i don't know how i overlooked that during editing carry on hey everyone! thanks for giving my video a watch and for sharing i'm thankful for all the positive feedback i want to let everyone know i do plan on making at least one more video with more of my views and in depth analysishopefully soon 1 well he repeats it a few times throughout saying he and she called christi i understand some feel they hear different things 1 i consider myself as average as it gets just a regular guy i do appreciate the kind words thank you 1 thank you! i enjoy your tireless coverage of this as well you stay on it 1 yea someone already corrected me on it i really should have checked to pride myself on triple checking factsi'm embarrassed i didn't check on that 1 @anonymous yea but i'm not just someone who responds to the news as it drops i'm not a reactionary youtuber i do my best to educate folks on the deeper information buried in this stuff the news doesn't connect i do appreciate it though there are plenty of people that just signal boost current stories and react to what's being reported that's never been my interest they can have it 1 not really i include comprehensive stuff nothing against them at allbut i do all sorts of information connecting and diagrams and such i don't just talk about every single thing the moment it drops i try to dig further 1 @katem 84 haha yea titles like 'brand new bombshell' and i'm likethat's from last may lol but i get it new to them and those titles get eyeballs gotta do what you gotta do 1 thank you man i do my best to watch as many channels as i can to see other views and breakdowns and analysis really great job you (and others) are doing covering this topic/case thank you again! 1 he didn't say he never connected them but the 'secret' passages could easily be walled back up to separate the condos again 1 penthouse 2 1 then you haven't been paying attention feel free to make your own she got nothing but coverage for years her evidence was all that matters sorry you aren't able to grasp the concept of all this 1 @kenza bouayad very fair point i really appreciate it thank you so much! 1 yes but the medicine is categorized as an antipsychotic i understand the idea was to essentially sedate her 1 you got it i almost put that in there people substitute the heroin of the speedball with seroquel to create a qball i'm glad someone caught on without me saying it 1 blender it's open source software and has a bit of a steep learning curve at first but it's fun to use 1 @darthn3ws i really appreciate it man feel free to grab anything you need from here for your discussions take care and stay safe 1 once this is over i'll consider other things for sure 1 he went through the initial appeal processwhich as unjust as it may be actually goes to the same judge who ruled on the case that was denied as expected but now that simply allows him to go to a higher court also expected 1 haha ok you poor thing 1 i'm afraid i don't understand i was doing this in hopes of shifting the view that women can't be abusive i have no personal benefit for getting views 1 huge amount of respect to you for leaving your original comment while displaying your changing views as it progressed i really do appreciate that 1 nah 1 nah i'm allowed to comment and discuss along the wayjust like any other youtuber would (and has done) crazy concept i know 1 oh ok thanks for that i honestly don't care just saying don't like it? i do not care did that sink in enough for you? many don't mind and some actually like it it's a youtube channel where people actually give commentary more often than not crazy concept i know 1 ummm this is all about if she lied about him being the physically abusive one in the relationship which she did do try to keep up 1 worst take ever you sound just like an abuser (like amber) justifying their abusive actions i hope you find help somewhere down the line 1 to be fair? i tire of this argument this is about if he beat her not if they didn't do a good job communicating and working out their insecurities imagine saying that about a female when her husband/bf tells her to grow up and not be a little bitch about getting hitwell to be fair she should listen better and stick it out and assure him she is in it for the long haul? for cryin out loudsuch a terrible takeaway from commentary that isn't even there 1 i should have looked up the pronunciation dang it i took a 50/50 shot and missed thank you for the correction 1 we are in quarantine and i'm working with new 3d software this feels like a good use of my time and an excuse to keep fine tuning my art 1 cancer 1 i am fine thank you i apologize i followed the case everyday but couldn't get videos out the way i wanted during that time i'm working on visuals and things to make them up to standard and hopefully won't be long 1 that's a good idea it is a lot to follow 1 ok depp is the victim 1 that's a lie i just checked i spend almost exactly one minute in the intro before getting to the subject material i then spend a few minutes getting people caught up with key information people who may not know who io is or even what has been happening in this whole thing you knowcontext? but i have a feeling you wouldn't like it anyway thanks for the view though 1 i'm here still taking it all in and breaking it all down hopefully in video form before long 1 @phyllis donnelly yes you are phenomenal self awareness 1 i don't work for anyone and often have better things to dowhich i do when they come up you seem pleasant 1 but her admitting to hitting him on multiple occasions is you must have missed that 1 i have plenty of hobbies all good thanks for watchingdude 1 this was in 2016 when she was making the initial claims against depp so she was actually facing no charges then she was getting questioned to test the accuracy of her claims and to clear his name she is currently being sued by johnny for defamation and is attempting for the 3rd or 4th time to get the case dismissed so as of right nowno consequences she is still a un human ambassador has a lucrative loreal contract and is still has her franchise role as mera in the aquaman movies she has locked down her instagram comments for the past month and a halfand is going about her life as if none of this is happening 1 i keep being told brad pitt haha too bad the similarities stop at the audible type ًں¤£ 1 very good point 1 i agree i have no professional insight but these things just rubbed me the wrong way so much of her mannerisms were bothersome to me and i just don't know exactly how to articulate it 1 a great deal! much to breakdown 1 blender is impossible to master i am but a mere apprentice 1 thank you! yes i clearly have shown the direction i lean in all this but that is based on the facts contradictions on her part and discoveries i've made along the way 1 thank you been slacking on uploading for a while hoping to remedy that soon 1 this hasn't been a pleasant subject to cover that's for sure he clearly went through a lot i wouldn't wish it on anyone i too hope he gets justice and is able to find some peace and move forward afterwards thank you for your kind words but no i'm not a lawyer or in law school just a normal guy who had questions and did my best to answer them the southern accent is something i don't hide very well on here no matter how i try 1 i literally said he wrote messages in blood and paint on the walls and mirrors he doesn't even deny this but i found it curious she seemingly wrote messages as well how else would you have me address it? 1 couldn't agree with you more but that's the point of desperation they have reached they have nothing without twisting the smallest piece of evidence 1 we definitely agree on that but you know how people like to twist stuff 1 the doctor and nurse search but don't find it ben eventually found it downstairs in the bar area 1 you are thinking of later that year in december she threw the can of mineral spirits at him then 1 more than i care to admit learning a new program (blender) from the ground up for the sole purpose of this was enjoyable and frustratingly difficult at times 1 it has been a reoccurring comparison lately ًںک„ 1 i have had several correct me will make sure to check the pronunciation of words i'm not sure about next time little things like that can be embarrassing thank you! 1 it is the correct hand i explained it with diagrams and drawings on twitter once 1 yea time stamps are in the description but thanks 1 you are all over this comment section with this stuff sounds to me like you might be an abuser who likes to blame others for your abusive actions a mirror might be a worthwhile investment 1 Name: text, dtype: int64
df_comments[df_comments.username == 'Top 10 Beyond The Screen'].text.value_counts().head(10)
whose side are you on? johnny depp or amber heard? 1 what are your views on the entire johnny depp/amber heard situation? 1 do you think hollywood should hire amber heard? 1 what are your thoughts on amber heard? 1 #justiceforjohnny 1 do you think amber heard should be fired from aquaman 2? 1 do you think amber heard should be removed from aquaman 2? 1 what are your thoughts on amber heard and johnny depp? 1 who is your favorite hollywood actor? 1 who's side are you on? 1 Name: text, dtype: int64
neg_users = neg_users | {"Top 10 Beyond The Screen"}
df_comments[df_comments.username == 'ThatUmbrellaGuy'].text.value_counts().head(60)
hey there some audio you will know in this and upcoming videos since i'm going through it all some you may not the court dropped a lot into the public sphere hours of it so i'm working on cleaning it up amplifying it and hopefully documenting the entirety i'll add it in videos and also into a playlist to help people find all the evidence attached to the trial in the video i also said two hours but that wasn't correct for all of it its two hours on this specific set of recordings there's more and i'm looking at potentially converting it all here so its all compiled and easily found the reason is because the media gave you snippets they took tiny pieces and they called that complete they left out the pots and pans they left out the abuse they left out the the lies the manipulation and a lot more all of this also belongs to two trials and will not only be in the depp/sun trial but also in the depp/heard 2021 trial plus heard mentioned another 50/51 audio tapes that the court hasn't seen so there's a lot more i'm assuming we haven't seen there's also all the testimony that isn't carried over into videos the ah declarations all 7 of them the depp ones all three of them and on and oni'm not sure how much of that i can put into these since they are so long but we'll see 1 warner bros banked on the idea that this decision wouldn't do harm or expose their connection to attempting to undo depp they were wrong the connection to the sun ownership of tmz millioons have seen this along social media lines too and people are organizing boycotts this will end fantastic beasts and many other movies 1 o yeah it'll take me days to hammer lal these points 1 vocal melatonin lol 1 he does all this himself as in all that effort and he does it to help out our channels he does it with our blessing of course and he does it to make sure that people cannot hit our channels edited to add: he's a good dude too; we were at bubbafest together and lug got threats she was there with me because she should be able to go kurono hung around all day goofing off just to make sure everything was good and she was safe to help with peace of mind 1 its looking like may 2021 for the 2nd trial and i imagine that'll move as well its still got a long time 1 its still on appeal and thats a good question 1 you talking casey anthony? 1 can you imagine not rolling up a dollar or a straw but using that? that says something abt the user lol 1 lol no 1 that's youtube for you 1 a lot of folks didn't myself included it was skipped over by most of the media 1 its two trials and the 2nd hasnt happened it starts in may 2021 ah hasnt ever been on trial and that one is jd v ah so more stuff adds to it daily now as far as depp v sun its a huge case it'll involve a 200 300 page decision but that's over him being called a wife beater and ppl trying to wreck him the ah stuff was discussed for it as a basis for the case but that's not it i'd also add that the court might not decide she is guilty regardless that's why hearts and minds is a fight as well as the courtroom and why you have to present all this stuff to regular folks like you and i hope that clarifies! 1 depp went to court with the sun over defamation; ah gave comments but she hasnt been to trial she is filed counter claims making a case and this stuff wrecks that case its an easy confuse bc information comes form both but heard has never been to trial period she will though directly in may 2021 her defense is posted in another video and all these tear the hell out of it its all part of an archiving project that's noted in the 1st minute of every video making sure your have access to all that info 1 i read a answers post about ah/jd and she has some ardent supporters also remember the normies outside of this stuff that rely on media to get all their news they are the majority i spoke to my mom's friends once a few weeks ago for example and they assumed he was the monster they'd heard about in 2018 i learned this early on covering videos: never assume that people are caught up even if they should be or even if it makes sense 1 yeah there's two trials jd vs the sun decided now and a direct jd vs ah it was supposed to be jan but looks like it may get pushed to mid year 1 see that's a mistake i made early on in making videos; treating it like pages in a book instead of initiating new readers with breakdowns of chapters see if you are wanting to limit it to people in the know or the newest page then just include new items but if you take that approach it will turn off people if something goes on for any length of time particularly if that subject isn't familiar they get confused bail and you lose them in that fight currently the metrics on this video are only 44% subscribers and 83% from searches anyhow hopefully that makes since as im typing quick thanks 1 they claim to have been abused we dont know all the details 1 that was her makeup artist friend laura d 1 social justice warrior was a term a specific type of crazy created for themselves to backpat how stunning and brave they were they were the very people that spearheaded this wave of cancel culture what they preach is not about equality or merit its about advantage namely advantage for self 1 it is depressing 1 that is why liovestreams are fun we get together get angry together and have a good time 1 yes it is an all age comic created because of my 6 year old i want everyone to be able to enjoy it and especially as a family if you pick it up write through igg and let me know lug my daughter (that's who little umbrella girl is its her avatar) likes signing for kids 1 told ya lol this baby is not a topic they love 1 @margaret adam theres a bombshell in that too lol 1 its a livestream they go down after they are live bc they get flagged so often the channel kurono backs them up so itll be up later there 1 true i wonder if it'll hit the bottom line for it though and if stuff like this is an olive branch for damage control thanks for the comment! 1 these were indeed my ads in this one meaning yt didn't hit this article i managed to get this one approved which happens about 2/10 times on this subject it should have 2 ads in it displaying 1 tmz is claiming the own it they flagged my livestream over it which gives them any revenue from it which i imagine they've done to everyone talking about that they are saying essentially they purchased the rights to it which is trash too bc i didnt play their video i played the version from court with 204 secs not 134 sec 1 i really liked the first one and dont truly recall the 2nd 1 there's something in the wording together that the yt bots or human reviewers if they truly exist don't like; they also don't like it in written words i've tested it in the first minute of a video; headlines with the word and headlines with the word cut out the headline would trigger it with demonetizes a video but it also can flatline it depending meaning limit its reach other odds ones include: johnny depp and the word justice in a title together although it may make it through the review specific substancesthere was a list of 1000s of such words put out about two years ago by a yter 1 @well well well how the turntables everything is rumor currently people note those for videos but no one truly knows 1 nice monetized too! 1 yup only one police report and it says no reason to follow up bc no crime 1 lol its a masterpiece of horror 1 i've figured it was a collective: for me to believe ah i have to believe ah's sister and her friends for depp i have to believe employees of the building police officers and others with no motive to assist appreciate your comment too solid one and concise 1 i'll make it work for sure one good thing if it waits untiljan 2021 is it gives us all a chance to really decide if anything else is missed in those documents 1 thats odd glad you found me 1 lol it notes this in the description pinned post first minute of video theyre an archive of the released audio the court released hours of it 1 they said it was for therapy needs but i get the feeling it was more for gotcha points 1 i'd like to know what elon's messages with heard said that we haven't seen that would give us a better feel for everything 1 that's disputed between the parties 1 it is very good stuff 1 yeah im prepping as video on it now 1 if new case documents or evidence additions aren't new what exactly is? this isnt depp vs sun 2020; its the prep for depp vs ah 2021 case which is noted in the 1st 10 seconds of the video to avoid confusion it is also in the tags to note although there is no existing hashtag to differentiate; i tried deppheard2021 but it doesn't seem to track according to tube buddy as the case builds we are getting new documents daily sometimes multiples a day as well as adam waldmann his lawyer adding sneak peaks at new items that's what this is: waldman posted a piece of evidence that will be added which hadn't been showcased we don't even have a submitted document for it and it shows ah/ah's sister losing everyone around them i also posted another video last night on the sophie case if depp isn't your flavor its up too thanks 1 the comic is in demand; it doesn't ship for a while yet igg is a crowd funding site that allows the creation of something like a guarantee it can happen when we hit our minimum funding goal we began work there's a delivery date and everything else noted with each tier on the project as well as on the project itself hope that explains things and thanks for supporting our project 1 thanks; there is something really messed up in this stuff too crazy stuff i didnt note 1 watch all you want just never give them your money ًںک‰ 1 i couldn't believe they put it in writing 1 mmmmm tacos 1 the point isn't that she did it because she was black it was that she did it to a person that was black while pretending to be an ally and while repping a questionable history and a brand covered in controversy coming from the black community thanks for the comment! 1 i personally think its because they see all the ads ppl get from sponsorship which is money they aren't getting 1 forgot to remove the link its publishing now it's a detective and his littlest sidekick solving the bizarre my daughter avi is little umbrella girl its so we can have fun do something cool and more 1 you cannot talk politics period it's been taking down channels at an insane level 1 movie roles though lol many big budget movies are filmed there so it's career killer or criminal investigation spicy 1 @gennies snip a comment certainly isn't me going hard lol 1 i believe it has to do with how it's viewed legally 1 whooo hoooo!!! glad to have then going out 1 throttled if it doesn't rate 50huts a minute it's having a metric problem caused by yt it was rating 15 lol 1 they aren't planning to she is the one the charges were filed against the senator is just noting this as the headlines and asking for updates 1 Name: text, dtype: int64
neg_users = neg_users | {"ThatUmbrellaGuy"}
df_comments[df_comments.username == 'TheQuartering'].text.value_counts().head(60)
thanks so much for always smashing that like button! subscribe today so we can hit 1 million & save a huge bundle on a sweet new displate only when you use this link! https://displatecom/thequartering?art=5e0b6fe4e87b0 2 help support the channel & protect your data with a vpn! get private internet access! https://privateinternetaccesscom/thequartering3 2 i should have 5 videos for you today i left twitter so please go to wwwthequarteringcom and allow for notifications once you've done that i will send you one digital hug! follow my social media places here! discord https://discordgg/rjjw4x8 parler https://parlercom/profile/thequartering reddit https://wwwredditcom/r/thequartering/ 1 holy shit i can't believe the madman pulled it off! please consider subscribing today! i could use your help! install raid for free ✅ mobile and pc: https://clikcc/0lrol and get a special starter pack ًں’¥ available only for the next 30 days! 1 make sure to leave a like a comment & subscribe! i need your support! also keep your balls cool & comfortable with sheath! https://thldco/sheath_thequartering 1 check out metapc's! https://wwwmetapcscom/ref/thequartering/ code thequartering! 1 oops! get your blublox here: https://thldco/blublox_thequarteringmar 1 install raid for free ✅ ios: https://clikcc/xn3k9 ✅ android: https://clikcc/iir0t ✅ pc: https://clikcc/rjj0w and start summoning awesome champions! ًں’¥ 1 leave a like a comment & if you haven't yet please subscribe! 1 i've got 5 videos coming today! make sure you leave a like & a comment on this one & subscribe to help spread the word! it's super important! 1 pay those legal fees amber turd! make sure you leave a like on this video & if you haven't yet please subscribe & help support the channel! 1 amber heard is lying she is been arrested before for domestic violence & the media is silencing it & youtube is suppressing it! please help by interacting with this video & sharing it wherever you can! 1 i've got 2 more videos coming today so make sure if you enjoy the coverage smash that like button & leave a comment below! youtube really isn't sharing these videos out so we need your help! 1 let's reach 1 million subscribers by christmas! smash that like button & leave a comment to help spread the word! if you need a vpn use private internet access they are #1 and they've specially discounted their full platform to $259 a month on the 2 years subscription + 3 months free: https://privateinternetaccesscom/thequartering 1 thanks so much for watching! make sure you slam that like button & make sure you are subscribed! i put out 3 5 videos every day! thanks so much to this videos sponsor! save 20% : https://vincerowatchescom/quartering get a sweet watch! 1 i'll have a full 5 videos for you all today so make sure to check back often since we can't rely on notifications! if you enjoyed this video please make sure you leave a like & comment on it! press f for amber heard's birthday celebration :) 1 smash like if you are getting impatient on karma save bit on displate! here is a special link! https://displatecom/thequartering?art=5e0b6fe4e87b0 1 i will be livestreaming a little later tonight! make sure you subscribe & have notifications on so you get notified when i go live! if you enjoyed this video please make sure to leave a like and comment on it! it helps new people find the channel! thank you so much 1 make sure you smash like on this video! it seems the only people backing depp are here on youtube so share this out! 1 thanks so much for always smashing that like button & leaving comments! i'll have 5 6 videos today plus a live stream later on my midwestly channel! if you haven't already please consider subscribing! jeremy 1 you just hate to see it! smash the like button on this video if you love justice! :) 1 hey thanks for all the positive words everyone! i am totally fine i assure you! let's stay positive & crush that like button & leave a comment below! be super positive! it would also really be awesome if today was the day you subscribed i hope i have earned it! subscribe to piss off ethan klein! 1 what's up everyone! i have 6 7 videos planned for you all today so if you get a second please drop a like & comment on them if you enjoy & make sure you are subscribed so you don't miss a thing! 1 amber heard wants you to subscribe to my channel right now! make sure you leave a like & subscribe! save huge on private internet access! https://privateinternetaccesscom/thequarteringbf 1 make sure to smash that like button if you are sick of the double standard! leave a comment if you won't be seeing aquaman 2! 1 justice for johnny depp! it looks like that lawsuit is moving forward & amber is getting massive backlash! make sure you leave a like & comment on this video to help spread the good news! seriously screw amber heard! huge shoutout to ridge wallet! use my link & save! https://wwwridgecom/quartering10 use code quartering10 for 10% off 1 make sure you smash that like button to support johnny depp & leave a comment below to make your voice heard! (lol) subscribe today too! let's hit 1 million! protect yourself with a vpn today! it's $208 only per month + 2 months free which is 83% off of the monthly price! use this link! https://privateinternetaccesscom/thequarteringbf 1 hey everyone! i could use your help! if you haven't yet please subscribe to the channel today youtube seems to have shadow banned my channel again & i need your help to break free! if you are subscribed make sure you leave a comment & leave a like! i really hope we can break out of this funk! i appreciate you! 1 it's going to be a day full of videos i think i have at least 6 so check back often to the main channel as notifications are not reliable really appreciate everyone's support & if you enjoyed the video please leave a like & comment on it if you can support the channel i would greatly appreciate it! https://wwwsubscribestarcom/thequartering 1 i've got a full schedule today 5 7 videos so make sure you check back often! if you enjoyed the video please make sure to leave a like & comment on it! if you haven't yet please consider subscribing today i would really appreciate it! i appreciate you all! *i'll be livestreaming here tonight too* 1 smash like on this video & leave a comment if you agree amber heard smells like sulfur 1 Name: text, dtype: int64
neg_users = neg_users | {"TheQuartering"}
# df_comments[df_comments.username == 'DELCARAJO TV'].text.value_counts().head(10)
# df_comments[df_comments.username == 'Flashback FM'].text.value_counts().head(10)
df_comments[df_comments.username == 'Judy Alexander'].text.value_counts().head(60)
boom! ambers career just blew up nobody will hire her now she just blacklisted herself 2 i always thought that johnny would be in the ground right now if he hadn't left she would claim it was an accident he dodged a bullet 2 the heard girls have lied so much they don't know what the truth really is adam is so determined to win the va case that he is subpoenaing everybody who had any kind of relationship with johnny good for him go adam! ambers lies are being shone for what they are complete and utter crap i love it! 1 her own lawyer just hung her out to dry all of a sudden i'm liking elaine a whole better wonder if this is her way of trying to get fired and be done with it? 1 i also read somewhere that her real name was amanda and changed it to amber i'm sure she stole it from someone else like she does everything else 1 how manybots does she have as followers on her twitter and ig accounts? probably way more than humans 1 warner chooses to support an abuser they made a gigantic mistake when they fired johnny from fb3 as they are finding out they made a bigger mistake by keeping amber in the movie they'll learn that people will not support a liar and abuser when aq2 also fails big time 1 couldn't happen to a better person this is hilarious! karma has started amber! 1 amber is her own worst enemy she can't keep her mouth shut the more she talks the deeper she gets into this hole she is dug for herself its so deep now she can't climb out her legal team is burying her every time they submit a motion 1 that's what they get for butchering a classic not to mention hiring 2 abusers 1 don't guess they plan on having any more of their petitions approved good way to do it 1 karma has started for her even her car doesn't want to deal with her!! 1 she has been sanctioned twice before by way of fines she has been warned not to submit it again this time she is looking at 6 figures in fines 1 i read somewhere that warner brothers asked her to step down like they did johnny but she refuses to go 1 animal abuse definitely you don't pull on the leash to the point of strangulation not surprising from amber though 1 the dislikes on the video is catching up with the aquaman petition i think maybe the powers that be are beginning to see the light maybe they are seeing that if they hire her for anything it will fail miserably 1 amber is stoned out of her head on something typical amber interview no thought or preparation for this interview 1 maybe these are judges who cannot be bribed by murdoch but i actually think ngn is not fighting it too hard if they were they would have had a better rebuttal i hope these judges see through ambers bs and know a lie when they see it i bet she is sweating now her ship is sinking around her 1 they will blame everyone but themselves at some point they will even try to blame johnny saying if he had never been attached to it the movie would have made billions 1 hallelujah! already had my wine to celebrate ambers downfall the sausage roll article and this made my week! 1 she is absolutely using that child she will stop at nothing she doesn't care for that child at all this is totally disgusting and she has reached a new low 1 she planned on walking into the trial this year with a newborn for the shock value and to gain sympathy from the judge and jury because she would be a single mother totally back fired when they changed the date it was all planned any thing to keep screwing johnny over 1 sounds like to me they are kinda taking a jab at amber and making fun of her if that's what they are doing i'm all for it 1 i read somewhere they couldn't fire her unless she gets charged with something sounds like she may be charged in australia very soon hopefully it will be before the va trial can't tell lies on the stand if you are in prison in another country 1 waiting for her counterclaim to be dropped since all this has come out and prove that she did defame jd something we knew all the time 1 love this!! its about time she pays for her crimes 1 just another stupid attempt to discredit not only the lapd but jd who she has been trying to bring down from day 1 her attorneys evidently haven't learned that you don't mess with judge penney hopefully she gets sanctioned this time 1 i think amber has something on musky and she is blackmailing him he had issues with some of her behavior why cater to her otherwise? 1 she is not interacting with the baby at all she acts like she is holding the baby for somebody else and has no idea what to do with her the baby is a prop nothing more 1 she hasn't been in an ad in a while i think she is gone 1 sounds to me like she knows that any rational sane person on the jury will find her guilty of abusing jd and lying about it she is running scared and throwing out another hail mary judge penney is allowing her to submit the appeal in order to be fair because she has granted johnny so much lately she will give amber a small sliver of hope but in the end she will once again lose especially know that the trial in the uk is being investigated and the investigation team has found so much wrong doing 1 amber's lawyers have no sense if the case was thrown out she wouldn't be able to countersue because she wouldn't be sued cutting off her nose to spite her face also she doesn't have a prayer of getting anything approved by the judge now just dug herself into a hole she can't climb out of 1 didn't whitney have a second baby a few months back? suspicious much? 1 i don't trust either one of them they cheat on their significant others they lie and think they are above the law she hasn't won any trial the sun did which is highly suspicious he is dodging subpoenas right and left they are definitely up to something 1 maybe warner was looking for a legit reason to fire her since they couldn't or wouldn't for the abuse so they deliberately sabotaged it themselves just wanting her to hit jason without meaning to hurt him they could release her for assaulting her costar or maybe he made her mad and she grabbed the first thing available which sounds more likely there could be a million reasons why point is nobody is safe around her hitting jason should drive the point home to wb 1 i hope australia continues to persue this amber needs punishment for her many crimes she has gotten away with far too much for far too long 1 what does she expect? she should know she is one of the most hated woman anywhere she got what she deserves and i hope she gets more of it hopefully loreal and warner brothers may get the message an and stop supporting an abuser 1 of course she is running scared she never expected johnny to fight back he was supposed to cave and give her what she wanted she knows she has no evidence this judge will not be bribed in any way she thought she had it made when a woman got on the bench unfortunately it was a woman who knows bs when she smells it 1 go judge penney! fantastic news! amber can't win against her i love it! 1 i hope now amber begins to realize she is not gonna get what she wants and stops submitting ridiculous motions johnny is not gonna settle out of court and it won't be dismissed give it up amber 1 amber seems to think she is welcome everywhere maybe alice didn't know about the abuse at least she made an apology and won't welcome her back 1 everyone who was in on this charade should serve time including io and whitney they also took part especially in the uk trial too bad judge penny can't preside over that trial like she is the va trial she would send them to jail in a heartbeat and not even blink 1 johnny lived through the horror movie that is amber the role would be easy just act naturally 1 its very relevant to the case it goes to credibility judge nicol opened the door for it 1 amber is doomed she has destroyed jd with false allegations and now it is her time to be destroyed and judge penney is the judge to do it i think she was tired of her from the beginning judge white probably filled her in on her shenanigans to try to convince him jd was an abuser 1 hopefully she'll get arrested and go to jail can't swim out of this one 1 everything she does causes me to just cringe she is such a nobody pretending to care about people and by not donating the money has proven she cares about only herself 1 she also got denied for johnnys mental evaluation three in a row! 1 she is using the baby as a prop the baby is nothing more than a pr stunt 1 warner brothers deserve to go down they need to learn that we are not bots we are the people that keeps them able to make movies they have screwed themselves over with their blatant stupidity fb3 has already sunk aquaman deserves the same fate ambers latest publicity stunt concerning the baby will not help her case she uses people to get what she wants not gonna happen this time she planned on using the baby this year in va to win the case it definitely won't work now 1 she is supposed to be an abuse victim? she gets in his face and screams at him yep she is abused not abuser and liar 1 emma may be an abuser but she didn't blame any abuse on evan she didn't try to ruin his life amber is much worse poor emma being compared to amber good job on the last paragraph in the article thanks jon for all the good info you put out 1 just proves what i've known all along johnny is a good man 1 amber is a horror movie don't know why marilyn manson would be in it since he and johnny have been friends forever maybe he stayed away from her 1 sounds very believable we need more people to come forward and tell their experiences with amber her true light shines through 1 she gave it to her favorite charity amber 1 amber is the abuser johnny is the victim she has confessed several time to throwing things at him hitting him johnny is very strong not to hit her if it had been me i would have slapped her silly that speech she gave is total cringe she gas lights him and believes her own lies it is johnny all the way who is the victim she is concerned about amber doesn't care about johnny at all 1 yeah amber is so busted but she doesn't think she is she honestly believes ever word she says is true of course that means everybody else is lying but we know better 1 johnny just keeps winning and ambers team apparently can't learn to stop putting out crap to the judge 1 i saw that this morning on nicks feed and i knew that was what she was going to do 1 Name: text, dtype: int64
neg_users = neg_users | {"Judy Alexander"}
df_comments[df_comments.username == 'lisa richards'].text.value_counts().head(60)
two words: joan crawford 4 @rock candy they probably didn't even want the police in there because they were probably doing drugs in the first place 2 celebrity has clearly not gone to his head 1 this channel lying in its headline is no better than amber lying people likinglying news channels are as ethically challenged as amber 1 that kid will need a lot of therapy 1 it is hypocritical that people keep likingthis channel's videos even though its videos always have a fake news headline never mind that this channel always just repeats old news over and over just to make a buck off johnny's misery people claim to hate amber because she clearly lies but they hypocritically likethis channel's videos that lie every day in its headlines johnny doesn't need anyone to lie for him or to support lies he wants the truth out there not lies the supporting and likingof blatant lies hurts the credibility of the justice for johnny community there is enough evidence against amber without having to lie in youtube videos or having to support headlines thar lie the fact that people keep liking the fake news headlines videos from this channel shows that many youtubers believe it's okay for them to support lying and yet they claim it's wrong for amber and her friends to do this indicates either blatant hypocrisy when it comes to lying or the fact that their hatred of amber is not really about the fact she is a compulsive liar in fact maybe it is just projection please stop liking this channel's fake news headlines likinglies does not support johnny's cause he wants it to be about the truth stop hurting the movement's credibility please folks¦ 1 fake news headline 1 this channel has a fake news headline as always from this channel if you supposedly hate amber for being a liar then why do you click on lying headlines? this channel is not defending johnny depp it is making money off him with fake headlines every day 1 this we'll be another fake news thumbnail and clickbait to cash in on johnny's misery 1 why the fake news headline? he's not going to jail he already was in jail this was reported in videos over a year ago but now everyone is repeating as if it is new news 1 a little correction to the video johnny did not donate the first installment to get it going he told amber that he earned that money and that he should therefore get a tax write off from it in accordance with this johnny told amber that he similarly wanted to donate the rest of the money himself in installments for the reason that it was so much money to part with at once in addition jd did not trust that amber would really give the money to charity he had already caught her in so many lies amber then angrily demanded that she get the money and donate it herself and she threatened johnny about it so 1 if this person is so stupid they don't even know what legal advice is and they are accusing you of that they must be also harassing the attorney whose name i can't remember has a channel talking about johnny 1 why isn't her hair red if she is still filming? 1 another lying headline he never sad that 1 another lying headline he never said that 1 if you are really looking for a fact musk dumped her because she lied to him and it really pissed him off and he couldn't trust her musk gave her a car which is nothing for him because he can write it off on his taxes as promotion amber is in capable of truly loving anyone which is why she already dumped those two little dogs she was so concerned about being held out the window by johnny which never happened by the way i could picture amber jumping the kid off on someone else with some cleverly crafted press release containing a statement why it is better this way 1 he broke up with her he said that it was because he she lied to him 1 despite the projection here he broke up with her 1 it looks like she is trying to take on johnny's loaded persona you know how johnny calls other people of the sake sex darling? now she is doing it? i think her filming this for a post is a desperate plea for attention who is so desperate for attention that they get loaded so they can put it on twitter or instagram? amber has a lot of nerve to be flaunting herself being fucked up after she tried to ruin johnny's career by publicly narking out jd's use of drugs and alcohol she got all those headlines about him being jacked up on drugs and alcohol by saying all that in court where she pretended to be all prissy and straight and now she is suddenly flaunting being fucked up? after drinking and drugging with johnny and then telling on him she posted this? and her trying to make johnny uninsurable? she is absolutely reprehensible 1 johnny said in court that she cared about was her career and he intimated in court that he wanted to have more kids but all she cared about was fame 1 nothing is ever her fault then why did she lie in interviews and in the courtroom claiming she already donated $7 million to the children's hospital and aclu when it is an absolute lie 1 how many times are you going to repeat the same story over and over to make a buck of johnny? 1 why old news over and over for a buck? 1 lying headlines are just as bad as amber's lies 1 fake news headlines from this channel is no different than amber lying 1 yet another fake news headline from this channel to make a buck off johnny's misery 1 all this channel does is put fake news and its titles and repeat old news every twenty minutes this channel is pure clickbait garbage trying to make a buck off johnny's misery 1 amber lies and so does this channel in the headline 1 another fake news headline 1 a lot of women at dark circles under the eyes and it doesn't mean they have a black eyes i have them all the time 1 another fake news title from you and news we've already heard and she wasn't furious when he said this he was not furiouswhen he said what he said this channel is just here to make a buck of johnny's misery 1 how many times is this channel going to repeat this same story to make a buck off johnny's misery? 1 another fake headline you video creators are all so desperate to make money why don't you all just make videos saying amber heardover and over and you will still get 600 likes people watching youtube clearly don't notice they are hearing the same news stories over and over every day with a fake headline 1 another clickbait fake news headline 1 no celebrities are famous just another fake news clickbait title with this channel that repeats old news as many times as it can to make a quick buck off johnny depp 1 this channel brings yet another fake news headline/ thumbnail to cash in on johnny since amber is a liar people think it's okay for this channel to lie in its thumbnails to make a buck claim of johnny 1 this media report is totally exposing amber heard as a liar and that she made a fake promise that she did not fulfill then when confronted it made another false lie the equivalent of the check is in the mail stop disliking this video if you believe you support johnny 1 amber heard called boning elon musk to get him to make a donation so that she wouldn't have to fundraisingwhen she testifyird in the british court case 1 another fake news headline from this channel to cash in on jd 1 you do not need to explain how you are because you are perfectly fine the way you are and they do not deserve an exclamation we know you are colton 1 happy belated birthday please do not let these idiots determine whether or not you do videos you have been just such a joy to watch these last several months 1 i think waldman got suspended because of his taking court the police footage and putting it online but that's just my opinion ask an attorney about that i don't believe it was about his final tweet it just took twitter that long to talk to whoever they were talking to who i think was from the lapd the los angeles i think amber had someone at the police department called twitter or something people can report you all day long but if you don't have any basis to be removed or sanctions they can't do it to be honest with you most of the people i've seen that have gotten nailed by youtube have said something a bit racist or lgbt bashing in videos i've seen people say some of the most horrific things in videos then whine that they got slapped by youtube please do not make decisions based on idiots how the hell can you be a fraud when you are a paralegal? i sent one of your videos to my lawyer relative i told you about and he said you were right on with everything you were saying it is not fair to johnny for people to go silent because of the bullies either if you are going through this can you imagine what the fuck johnny is going through that he's not talking about with people harassing him? johnny is going to end up winning this trial i promise you stay strong and stay here with your voice don't let any of these idiots intimidate you 1 i love your shirt that is awesome 1 the very worst thing she did to johnny was claim he raped her which is such an obvious lie 1 maybe amber was the one that told her friend about johnny's daughter supposedly being bi which pissed johnny off he might've been pissed off about her getting outage and she sounded like she was pissed off about it as well johnny's daughter did deny it 1 i think amber's other attorney got pissed off upon finding out she never paid that 9 million to charity i think amber probably covered up and lied about it for quite a while before telling the attorney 1 the legal setback is the judge in la is not going to take kindly to her not paying that $9 million to charity it was a legal agreement a settlement made in an la courtroom i might even go to court one day and watch 1 didn't racquel get a divorce? 1 i know johnny lost a lot of work because of amber that i can't talk about i mean specific projects i am stoked that he is doing a movie about biggie and tupac 1 this is an interesting discussion you guys are doing here i would like to note here that today johnny added a video thanking everybody for supporting him although he did not mention amber or the situation but he put it in youtube and every video the last year and a half about johnny has been about the amber situation so he is definitely in my opinion thanking people in youtube for supporting him what i am saying is that i believe his message is for a specific group of people because otherwise he could have put that same video in instagram or somewhere else but he put it here in youtube i find that fascinating because of what he is not saying he is definitely not saying hey let up on letting 1 lol i was at a store today in beverly hills and amber was in an ad that was a poster on the wall for l'oreal i was going to complain to the manager of the store but i wanted to get home for lunch 1 whoever writes for this channel needs to take a grammar class stop plagiarizing and stop repeating the same ancient news over and over 1 she has no self control no impulse control and we've already seen that wait til she gets pissed off at the kid 1 she gets the baby the day after filming starts? brilliant amber 1 who's kid is that? elon's? 1 the kid is already a prop she will charge certain media outlets for photos since her acing career is over 1 i feel sorry for the kid having a narcissistic borderline mother it's tragic 1 she might just as well have said nothing to see here officer 1 amber essentially had her friend call and make a false police report which is illegal i'm surprise she didn't get a swat team there she also lied about the place being trashed it look like you could eat off the damn floor there wasn't any broken glass or crap all over the walls or anything else that you can see and the police would have film that 1 she will be jealous because that is one of the symptoms of narcissistic personality disorder 1 Name: text, dtype: int64
neg_users = neg_users | {"lisa richards"}
df_comments[df_comments.username == 'May Jones'].text.value_counts().head(10)
say it with me kids: the abuser isn't determined by the gender 1 Name: text, dtype: int64
neg_users = neg_users | {"May Jones"}
# df_comments[df_comments.username == 'Funeral bug'].text.value_counts().head(10)
# df_comments[df_comments.username == 'Stranger In the Alps'].text.value_counts().head(10)
Users with Negative Comments (All Contributions)¶
- Comments Created OVER TIME
- Peak Dates
- Negative Comments
- Comments on Peak Days
- Comments on Peak Hours
- Comments on Peak Times
- ------------------------------
- Top Commented Users
- Users with the Most Likes
- Users with the Most Replies
- Users with Negative Comments
- Most Repeated Comments
- Same Text Same Date
- Deeper Investigations
neg_users_list = list(neg_users)
# filter the dataframe on the users commenting in a negative way
df_neg_users = df_comments.query(' username == @neg_users_list ')
df = df_neg_users.groupby('username').agg({'text':'count', 'nreplies': 'sum', 'nlikes': 'sum'}).reset_index(
).rename(columns={'text':'ncomments'})
print(df.shape)
df.sort_values('ncomments', ascending=False).head(15)
(164453, 4)
| username | ncomments | nreplies | nlikes | |
|---|---|---|---|---|
| 61368 | Johnny Depp | 15986 | 16.0 | 2572.0 |
| 71397 | LaraCroftEyes1 | 3270 | 73.0 | 4445.0 |
| 104922 | Rock Candy | 2455 | 302.0 | 6078.0 |
| 74027 | Lindsey Depp | 2432 | 232.0 | 2626.0 |
| 104435 | Rob's Rules | 2023 | 60.0 | 2908.0 |
| 75422 | Lorri Holder | 1380 | 308.0 | 8743.0 |
| 99760 | PureSparkles22 | 1160 | 1369.0 | 32298.0 |
| 117561 | Sunshine | 1129 | 182.0 | 5241.0 |
| 79887 | Marianne Erni | 977 | 206.0 | 6108.0 |
| 17590 | Bobby Campbell aka (The Oracle) | 940 | 491.0 | 10010.0 |
| 63691 | Julie Lea | 889 | 261.0 | 4840.0 |
| 21839 | Carmen Castro | 846 | 236.0 | 5335.0 |
| 119450 | Tania Haeussler | 793 | 269.0 | 4584.0 |
| 21609 | Carla Castillo | 777 | 185.0 | 5160.0 |
| 54520 | J Lee | 759 | 335.0 | 4030.0 |
neg_users_daily = df_neg_users.groupby(['year', 'dayofmonth', 'month']).size().reset_index(name='ncomments')
print('\nNote: The Peaks on Feb, Dec 2020\n')
title = 'A Heat Map for the Negative Users Contributions'
helpers.facet_heat(neg_users_daily, title, n_col=5, vmax=3000)
Note: The Peaks on Feb, Dec 2020
df_nneg_users = df_neg_users.groupby('username').agg({'text':'count', 'nreplies': 'sum', 'nlikes': 'sum'}).reset_index(
).rename(columns={'text':'ncomments'})
print(df_nneg_users.shape)
df_nneg_users = df_nneg_users.sort_values('ncomments', ascending=False)
df_nneg_users.head(15)
(164453, 4)
| username | ncomments | nreplies | nlikes | |
|---|---|---|---|---|
| 61368 | Johnny Depp | 15986 | 16.0 | 2572.0 |
| 71397 | LaraCroftEyes1 | 3270 | 73.0 | 4445.0 |
| 104922 | Rock Candy | 2455 | 302.0 | 6078.0 |
| 74027 | Lindsey Depp | 2432 | 232.0 | 2626.0 |
| 104435 | Rob's Rules | 2023 | 60.0 | 2908.0 |
| 75422 | Lorri Holder | 1380 | 308.0 | 8743.0 |
| 99760 | PureSparkles22 | 1160 | 1369.0 | 32298.0 |
| 117561 | Sunshine | 1129 | 182.0 | 5241.0 |
| 79887 | Marianne Erni | 977 | 206.0 | 6108.0 |
| 17590 | Bobby Campbell aka (The Oracle) | 940 | 491.0 | 10010.0 |
| 63691 | Julie Lea | 889 | 261.0 | 4840.0 |
| 21839 | Carmen Castro | 846 | 236.0 | 5335.0 |
| 119450 | Tania Haeussler | 793 | 269.0 | 4584.0 |
| 21609 | Carla Castillo | 777 | 185.0 | 5160.0 |
| 54520 | J Lee | 759 | 335.0 | 4030.0 |
helpers.barh(df_nneg_users[['username', 'ncomments']].head(15), 'Top Users with Negative Comments', threshold=0)
df = df_neg_users.groupby(['date', 'username']).agg({'text':'count', 'nlikes': 'sum', 'nreplies': 'sum'}).reset_index(
).rename(columns={'text':'ncomments'}).sort_values('ncomments', ascending=False)
df.head(15)
| date | username | ncomments | nlikes | nreplies | |
|---|---|---|---|---|---|
| 470727 | 2021-05-31 | Johnny Depp | 397 | 37.0 | 0.0 |
| 451672 | 2021-04-18 | Johnny Depp | 293 | 30.0 | 0.0 |
| 450600 | 2021-04-16 | Johnny Depp | 272 | 24.0 | 0.0 |
| 473991 | 2021-06-07 | Johnny Depp | 270 | 21.0 | 0.0 |
| 480273 | 2021-06-27 | Johnny Depp | 245 | 14.0 | 0.0 |
| 477608 | 2021-06-17 | Johnny Depp | 228 | 6.0 | 0.0 |
| 526363 | 2021-11-24 | Johnny Depp | 200 | 26.0 | 0.0 |
| 470101 | 2021-05-30 | Johnny Depp | 196 | 29.0 | 0.0 |
| 450251 | 2021-04-15 | Johnny Depp | 192 | 20.0 | 0.0 |
| 448056 | 2021-04-08 | Johnny Depp | 189 | 29.0 | 0.0 |
| 477876 | 2021-06-18 | Johnny Depp | 188 | 9.0 | 0.0 |
| 498634 | 2021-08-14 | Johnny Depp | 185 | 7.0 | 0.0 |
| 466214 | 2021-05-24 | Johnny Depp | 175 | 20.0 | 0.0 |
| 478313 | 2021-06-20 | Johnny Depp | 173 | 14.0 | 0.0 |
| 455339 | 2021-04-27 | Johnny Depp | 173 | 10.0 | 0.0 |
negative_users_dates = df_neg_users.groupby(['date']).agg({'text':'count', 'nlikes': 'sum', 'nreplies': 'sum'}).reset_index(
).rename(columns={'text':'ncomments'}).sort_values('ncomments', ascending=False)
negative_users_dates.head(15)
| date | ncomments | nlikes | nreplies | |
|---|---|---|---|---|
| 3540 | 2020-12-27 | 14113 | 185167.0 | 1102.0 |
| 3536 | 2020-12-23 | 11688 | 255320.0 | 2014.0 |
| 3539 | 2020-12-26 | 10880 | 172477.0 | 734.0 |
| 3537 | 2020-12-24 | 10446 | 245838.0 | 1387.0 |
| 3541 | 2020-12-28 | 9164 | 106727.0 | 918.0 |
| 3213 | 2020-02-04 | 7826 | 222240.0 | 5555.0 |
| 3542 | 2020-12-29 | 7612 | 101461.0 | 1123.0 |
| 3216 | 2020-02-07 | 6649 | 201181.0 | 5449.0 |
| 3543 | 2020-12-30 | 6141 | 106823.0 | 928.0 |
| 3382 | 2020-07-22 | 6024 | 132532.0 | 3608.0 |
| 3217 | 2020-02-08 | 5995 | 168409.0 | 3175.0 |
| 3538 | 2020-12-25 | 5541 | 95659.0 | 705.0 |
| 3535 | 2020-12-22 | 5479 | 137452.0 | 1320.0 |
| 3214 | 2020-02-05 | 4655 | 94576.0 | 2869.0 |
| 3212 | 2020-02-03 | 4646 | 192825.0 | 5272.0 |
helpers.bar_peaks(negative_users_dates[['date', 'ncomments']].head(5),
'Negative Comments Peak Dates')
Most Repeated Comments¶
- Comments Created OVER TIME
- Peak Dates
- Negative Comments
- Comments on Peak Days
- Comments on Peak Hours
- Comments on Peak Times
- ------------------------------
- Top Commented Users
- Users with the Most Likes
- Users with the Most Replies
- Users with Negative Comments
- Most Repeated Comments
- Same Text Same Date
- Deeper Investigations
df_comments.text.value_counts().head(30)
they won't believe you because you are a man she is not a victim 43370 that's crazy 5968 #justiceforjohnnydepp 2800 woah what 2797 ًں’“thanks for your utmost love and support which has brought me this far it has been a hard time for me but your support has got me standing even in difficult times i can't appreciate enough the support of fans who have been really active with issues relating to meprivate message on telegram @johnnydeppllofficial ًں’“ much love â¤ï¸ڈ 2786 they won't believe you because you are a man amber heard 2253 lol 1705 they won't believe you because you are a man amber heard she is not a victim 1599 justice for johnny 1585 wow 1501 #justiceforjohnny 1399 they won't believe you because you are a man 1352 they won't believe you because you are a man she is not the victim 1343 ًں’•ًں’“thanks for your utmost love which has brought me this far it has been a hard time for me but your support got me going where are you watching from?ًں’• 1220 hi 1134 she is not a victim 1110 they wont believe you because you are a man she is not a victim 1020 they won't believe you because your a man she is not a victim 1012 i love this song 951 yes 944 they won't believe you because you are a man she is not a victim! 929 nice 922 wtf 892 same 823 me 797 whoa what 795 that's crazy! 763 exposed 753 justice for johnny depp 743 good 730 Name: text, dtype: int64
Same Text Same Date¶
- Comments Created OVER TIME
- Peak Dates
- Negative Comments
- Comments on Peak Days
- Comments on Peak Hours
- Comments on Peak Times
- ------------------------------
- Top Commented Users
- Users with the Most Likes
- Users with the Most Replies
- Users with Negative Comments
- Most Repeated Comments
- Same Text Same Date
- Deeper Investigations
df_comments.head(1)
| video_id | comment_etag | comment_id | text | username | author_ch_id | nlikes | p_dtime | u_dtime | nreplies | moderation_status | comment_reply | parent_id | author_ch_url | author_profile_image | year | date | month | dayofmonth | hour | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | DiXRVYRZchs | mvtTos5huTqXhtAs-JPzt7mls_A | UgjyORuX3p35VXgCoAEC | good work! | Shocka Delica | UC6cJzw3ChENHVREKzpx1e3Q | 9.0 | 2013-11-29 05:18:47+00:00 | 2013-11-29 05:18:47+00:00 | 1.0 | NaN | comment | none | none | none | 2013 | 2013-11-29 | Nov | 29 | 5 |
# print('\nThe Amplifications in the counts and number of likes on #justiceforjohnnydepp is quite obvious!!')
df = df_comments.groupby(["text", "date"]).agg({'comment_id':'count', 'nreplies':'sum', 'nlikes':'sum'}).reset_index()
df.rename(columns={'comment_id': 'ncomments'}, inplace=True)
df.sort_values("ncomments", ascending=False).head(60)
| text | date | ncomments | nreplies | nlikes | |
|---|---|---|---|---|---|
| 1641232 | they won't believe you because you are a man s... | 2020-12-27 | 9186 | 342.0 | 158057.0 |
| 1641231 | they won't believe you because you are a man s... | 2020-12-26 | 6427 | 436.0 | 157038.0 |
| 1641233 | they won't believe you because you are a man s... | 2020-12-28 | 5543 | 225.0 | 73411.0 |
| 1641228 | they won't believe you because you are a man s... | 2020-12-23 | 4289 | 782.0 | 186334.0 |
| 1641229 | they won't believe you because you are a man s... | 2020-12-24 | 4153 | 751.0 | 215231.0 |
| 1641234 | they won't believe you because you are a man s... | 2020-12-29 | 3284 | 211.0 | 60705.0 |
| 1641235 | they won't believe you because you are a man s... | 2020-12-30 | 2147 | 78.0 | 49861.0 |
| 1641230 | they won't believe you because you are a man s... | 2020-12-25 | 2060 | 214.0 | 68704.0 |
| 1639882 | they won't believe you because you are a man a... | 2020-12-22 | 1738 | 191.0 | 65013.0 |
| 1641236 | they won't believe you because you are a man s... | 2020-12-31 | 1162 | 186.0 | 36303.0 |
| 1641237 | they won't believe you because you are a man s... | 2021-01-01 | 895 | 136.0 | 25080.0 |
| 1641238 | they won't believe you because you are a man s... | 2021-01-02 | 798 | 31.0 | 18210.0 |
| 1640216 | they won't believe you because you are a man a... | 2020-12-22 | 594 | 178.0 | 48796.0 |
| 1640217 | they won't believe you because you are a man a... | 2020-12-23 | 511 | 30.0 | 15042.0 |
| 1641239 | they won't believe you because you are a man s... | 2021-01-03 | 403 | 57.0 | 10574.0 |
| 1641240 | they won't believe you because you are a man s... | 2021-01-04 | 383 | 111.0 | 10631.0 |
| 1641241 | they won't believe you because you are a man s... | 2021-01-05 | 346 | 7.0 | 7609.0 |
| 1644678 | they won't believe you because your a man she ... | 2020-12-30 | 266 | 34.0 | 11369.0 |
| 1646192 | they wont believe you because you are a man am... | 2020-12-22 | 264 | 42.0 | 9793.0 |
| 1639508 | they won't believe you because you are a man | 2020-12-23 | 260 | 1.0 | 64.0 |
| 1644677 | they won't believe you because your a man she ... | 2020-12-29 | 259 | 53.0 | 15161.0 |
| 1643059 | they won't believe you because you are a man s... | 2020-12-27 | 256 | 3.0 | 750.0 |
| 1044277 | justice for johnny | 2020-12-22 | 255 | 0.0 | 70.0 |
| 1552926 | that's crazy | 2021-03-03 | 246 | 11.0 | 42.0 |
| 1643056 | they won't believe you because you are a man s... | 2020-12-24 | 239 | 7.0 | 4096.0 |
| 1641242 | they won't believe you because you are a man s... | 2021-01-06 | 226 | 12.0 | 6028.0 |
| 1639883 | they won't believe you because you are a man a... | 2020-12-23 | 213 | 0.0 | 326.0 |
| 1646347 | they wont believe you because you are a man sh... | 2020-12-27 | 210 | 0.0 | 441.0 |
| 520858 | execute order 66 | 2020-12-22 | 209 | 8.0 | 120.0 |
| 1643058 | they won't believe you because you are a man s... | 2020-12-26 | 200 | 6.0 | 777.0 |
| 1646346 | they wont believe you because you are a man sh... | 2020-12-26 | 198 | 3.0 | 814.0 |
| 1552916 | that's crazy | 2021-02-21 | 186 | 2.0 | 2.0 |
| 1644583 | they won't believe you because your a man ambe... | 2020-12-22 | 173 | 19.0 | 4299.0 |
| 6951 | #justicefordepp | 2020-11-08 | 171 | 5.0 | 841.0 |
| 1401859 | she is not a victim | 2020-12-24 | 165 | 0.0 | 56.0 |
| 1641243 | they won't believe you because you are a man s... | 2021-01-07 | 165 | 18.0 | 2309.0 |
| 1643055 | they won't believe you because you are a man s... | 2020-12-23 | 158 | 2.0 | 2263.0 |
| 1639507 | they won't believe you because you are a man | 2020-12-22 | 157 | 4.0 | 1185.0 |
| 1641244 | they won't believe you because you are a man s... | 2021-01-08 | 154 | 43.0 | 6659.0 |
| 578111 | good soldiers follow orders | 2020-12-26 | 151 | 9.0 | 74.0 |
| 1641249 | they won't believe you because you are a man s... | 2021-01-13 | 149 | 36.0 | 12261.0 |
| 7437 | #justiceforjohnny | 2020-12-22 | 144 | 6.0 | 469.0 |
| 1642737 | they won't believe you because you are a man s... | 2020-12-27 | 143 | 0.0 | 128.0 |
| 1044278 | justice for johnny | 2020-12-23 | 141 | 0.0 | 39.0 |
| 1642736 | they won't believe you because you are a man s... | 2020-12-26 | 139 | 0.0 | 496.0 |
| 1552933 | that's crazy | 2021-03-10 | 137 | 4.0 | 29.0 |
| 1552928 | that's crazy | 2021-03-05 | 137 | 9.0 | 19.0 |
| 1401858 | she is not a victim | 2020-12-23 | 137 | 0.0 | 29.0 |
| 1639509 | they won't believe you because you are a man | 2020-12-24 | 136 | 0.0 | 30.0 |
| 1963694 | your lies have been revealed to us you are not... | 2021-01-01 | 127 | 3.0 | 16.0 |
| 1552934 | that's crazy | 2021-03-11 | 126 | 20.0 | 17.0 |
| 8456 | #justiceforjohnnydepp | 2020-12-24 | 123 | 0.0 | 73.0 |
| 1552927 | that's crazy | 2021-03-04 | 122 | 4.0 | 2.0 |
| 1876342 | wow | 2020-10-24 | 122 | 1.0 | 24.0 |
| 1646348 | they wont believe you because you are a man sh... | 2020-12-28 | 121 | 2.0 | 1132.0 |
| 7438 | #justiceforjohnny | 2020-12-23 | 121 | 1.0 | 24.0 |
| 1866957 | woah what | 2021-01-26 | 120 | 5.0 | 33.0 |
| 1552954 | that's crazy | 2021-03-31 | 117 | 9.0 | 5.0 |
| 1866958 | woah what | 2021-01-27 | 117 | 5.0 | 4.0 |
| 1552908 | that's crazy | 2021-02-13 | 116 | 9.0 | 3.0 |
df_comments[df_comments.nreplies != 0.0].shape[0]
218561
# fig = px.box(df_comments, y="nreplies")
# fig.show("svg")
# df_comments["nreplies"].describe()
# fig = px.box(df_comments, y="nlikes")
# fig.show("svg")
# df_comments["nlikes"].describe()
# To Save the negative commented users in a dictionary pkl file
with open('negative_users.pkl', 'wb') as f:
pickle.dump(neg_users, f)